{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# QNN on Pynq\n",
    "\n",
    "This notebook covers how to use low quantized neural networks on Pynq. \n",
    "It shows an example of webcam based Cifar-10 recognition using CNV network inspired at VGG-16, featuring 6 convolutional layers, 3 max pool layers and 3 fully connected layers. There are 3 different precision available:\n",
    "\n",
    "- CNVW1A1 using 1 bit weights and 1 bit activation,\n",
    "- CNVW1A2 using 1 bit weights and 2 bit activation and\n",
    "- CNVW2A2 using 2 bit weights and 2 activation\n",
    "\n",
    "All of them can be performed in pure software and hardware accelerated environment.\n",
    "In order to reproduce this notebook, you will need an external USB Camera connected to the PYNQ Board."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import bnn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load image from the camera\n",
    "\n",
    "The image is captured from the external USB camera and shown:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAEgCAIAAAAFWz53AAEAAElEQVR4nDz92ZN0yXUfCJ7ju98t9ty+taqAKgAEJVGU2mysRz1/c9u8tplmerrVbIKSAJAAiQIKqPqW3CJjubvvPg9RVDzkS5pFZIZfP+f4b3Ps9h0gJBOIYICQMyBCSjk4J6QEBGcsJYQKnkNCRrpDJ5VERCHF0I6EUYBU1MXQj1Vdti8DACLFZlFAgmlyJGVVSkhgfXDWIyfVQgLC08ORELLdLmdjzWAWi4V1fr9/ur29pRSt9ef2uNts+65NPuacF0WVcx7NTCj1wSeA61c3AJB9enh6vHtzBwButMeXl9VieTweN5sNIkbnKaUhRKXkYf9SVsU///73Ssuvv/6GlcX3f/zj7e3t09PzZrPpzu3tq9sfvv+0WC/PXffmzWsA6Lt+moe7u7vjy6GoSqHV/cNDjFlrbYwJPtRVM88zQxJjvL25YVKcDi/Gmt1mO8+m7U9a68ViwaT67X//r3VVxxjfvX/38Px4c3P98vTinOdKOud3yy2lRAs1DWN07mW/V1K9vLzstjuppdJ6MvNmexVzenx8LOoq5bxarWKMKaXD4cA5H818fX399PR0dXXFGPPenw/n5bKhBI7Hl1W1nueZcUkIuf/4ebPdImK1Wnz33Z9evXsFlCAnH374ICsppXLRNAWXEse+zclBwq4dMJGiaJTSRdWcT73S0gbnknXWVlXlBjt3I8/0an1Ngf7z7//w059/c+zapqkIx+7cBWdfnh//+pd//fj0jIjT6Far1f3956+++urTp4eU0/t377q+FZx33fnPf/muaWoC8O792+fH++P5rGT1+ot31jgi2OPDHij593/7H3/1q199/c1PHh/vhRDOWcU45xwy5JTMZKZpDCFst1shlZnnpln88Y/f3t29ZpwjYl1VZpzrunj4+On29urXv/7H29c31rp26qQsJzvf3t51XV+q8uH+/vXru8fHx916Z617fHi4u71bNPU0jtWy/vjhw9v37xAREe8f7gutQghCcy7E49Nj3w+aiXfv3+WMv/nH3/6H/+k//Pn7v+hywRirq0oq+d//7//+85//3Duji+K3//Brxsl6s5nmiRACAEDI4XR8++7t1fX1pw8fbu/uPn76aK0r6lLrIlj7u3/553dv30utlsv1f/kv/4culQ/29vpKStl3rWRi7uer9eZmc/Vf/+G/ItKyKmRdZpKnaVqtVt9/+LO17mdff3N9ffX/+d//j2+++ebjh0/n0/mv/voXf/jDH969fZ9TYjln77yztqQlEgIIgDCMg6DMO8coc84JIWiGy6uqKkJJThkQCCEUSYIMGQpdQIYQolQqQbI2QQIpRLAGMszTNBrrnOOSl41EgJyjlAoJSMahSJRC8BYROacAQCktVcEVr3JlJpe8N84577z39WJBOA/eO2NCCIWuOOOQARCstd77nLOU0vvAGAWAGKNzllKCiFKKqq6EFNY6JrhSUmrFOROCM0aBECE4AETvvfeEkMtbAZKcc4yJULZYLAEw56yUmqapLEsAUFwMw5BzNuOUckoAkzHWmZwxpTT0g47xF7/4K+/9fr/v+37sBlPXlBClJCE0k5hinIfhYF+687mqKsa5VLJeNEpJ69zs3OXrJ4Qgo5QySDGE4JxjjHHOGWPRepKhKavoPEMSZkuR+NlM3trZOGHmeeYuSim5EFrrP/3pTz8ptJJqHqfJzOurTaGVdU4qSRCsdd6HGB1CQoJFWXgbgRIfc/AxpEQYLzhTREyccc4cMVwwSRRhJEcEShIAkBww+9kmSMv1aujbmNM0zZcvPMTAhTDGhhictdM0nU6n3Xa3XC7v7l7F5DklNzc333/3p+vtjnKdY5ymeaXX33zzDZOyPZ8BgDFWV/V6vXbOdKfzMIzB+a+//vrw8rLbbY/H4+fP9z/72c8Q0HknhDDGKABCKQAMQy84ORz3VaW7/kweYLVdmXFyLkilYwzr9RozXF/vlsultfb+/nNVlVc314g4TtP+sC8XVYjxdDrdPz1+8f49oawdut1udzged1dbpfQ33/z85Xn/+z98+5/+5//X3evj/cOTLmsAaNtzUWhEVKWa5vHDhx8o4v7wvFgs+w8fGKNVWRprYkzn9rxYLKSQWheMc6VUyNl7H2NfFOXr128IIylFxsg3v/hZWanj8QViYoy9efPWjPNwHsbZcKnfvf9iHOf7h88wtLIolstljFHrihH33Xd/3mx2KcT9/vCXP/+lrqscYbvdEiT9NDKkGExIMSEiICACZPCz1QvpnAsQU0jAMoTkoxdMIiIABO85iJQCYyRFSB4IxxzBBleKOqVorcUMstbeZMgxRB+jBYhICCIAhZAcoRUAhOgYwRSTmcYUfUopxAA5E0oAgFHGeTLOUcmDnQmjZV0hkpwTUjKN56IExlgOGSnGECmljLGyLEOIKaUYYs45QqaCcykIZ6oopOTD0MUcGeNAWUoZEYWSAKC1ppQRQikSRhmj7GV/2OyuN9ttTDEGb+e5qhpKaUgx58wYIxm0Ul3butl2Y6+rSlEeE8SchVJcSDNPlLG23YcQp2EgiJwxRsWikjlnXVYfPnw8HI8MyWLRUEQE6PteakU5J5yl4Ky1TIiMCQnpxw5IjiFba2cz1XUVQ0wxTn17eGLRZ+/d9fWVHXpn/POnExdUSg45e2/tODlVcMaKqoopFFVxQ67meRzabr1ebVerU3eKwTCSY/YxOM4pZsgRdCG9HzNARkhICCNUcEIRCTPRhuQSeKqoIDRiDDlkBq0ZPKRMiTV+tvNmswJCEmQgBCld1ItxmqqmTghlUSCii1EoWVblNA5VUxelzsH3Q399ff3q9avZBGR0mu0w9EVZpxSdM4yinU3XdlopQhEAmqp+fnyM3pt5RkAhZc45ZyjLIoSwXq/7YUJExhghJMYolULEjElJ7sO83X51OL0QxKos6qosi+p8OhOap3mQivVD+/rNHUHqvc85Td5GBCa5Df7ctrevXh0Oh/t7E3JKkPth6vrRurDe7P74pz/P3hIqnvf7zW6jtERCun5AyFVVlLUuFmWp1Hq72a43T58fKKWFUofTKSOoQmspjZlDCCmluq65UiGEc9uWFWlWy5TC49NjO5yurq42mxVi/tMfvvXev3/7XnJRN+tpHP/0l+/naVzWSyYLLhhB3Kx3GbJWVYb4d//nf6FAxnH6q+01fJ2poGVZ3N7eBOt//fDALpswswSAkDIQBAQA4FyEECABpYxS7oM31goljTWUUmvMpVJQSkPKMXkCPOWUUkIExhgiphBzAhccjZRSUpZlxkwYAgUAoIQyTiCBNVYwFsE55yQXKSfvPSOUEAIZfPAppQRQVrUPMaWEgDmnGCNjhFGaQgohjMMgpUwpMSGAIGeCkJBz9hgAgDFOhWCMAwDlTFfV6eWAlAilAcB7H2NCJN5aQgimzAlljCEhKcbz6RTMzISIPiSfZzNXVWOMQcTgfL78SYghhBhDCIEwIoTy1nJQhBCh+Dj0hNBxnHOOSghMwAmfhwEzWuuGfswhXu92RVkAonNOMF5UlZnnmJNPsayqCJBznqYZGRFCUs4RUkx+mkYpRQo5eW/t3LUnJQtvHUEc2o5RkYOXhQCAeRiidYRyIRgASdF/8dWXcFmjmLTgDAEBpr4DCrpRKTmAyAsZYvLeMZQxJ0YSIBLOkNFLkwjJGjOGaK1xmsk5ZRs8QYGKjW5kjFNGhBZtF21wPnoAoJRwzqu6Ph6Py806pbxYLJgQUohxTNM4tUMrpJRSjNbs93tVaEScZ7Nerzer1Z/+/GdrYszp1as7QbmbrZnG9nRCBDvbt69fH15enp6evA/H46dXr16/e//ufD5RSrkQWhfncwdSMsYoY9a5GGMmuT2fhOQAQCk6Z5Ssxq7d7Xbj0HtvvA/TtJdSqrJslsunp2etFWV8tVzEFKqm4Zy9e/eWcuajB4Lnc7e7vo3Jr2E7jmNRlD/7q1+e2j4muL67necJrVuvV/efP3k3d2MvB2W9AUgM6eP+YbNehZAowDD0CTKlNMZIYjwej/Wi8SnN85RyHs20CI2Ldr1e91M/jR1AGoYu55hzburq22+//er9TzabzcDlNM2z8a/erG4BC61ejnsKRGvluVdalboOLiWftBJfffXFMAxmnOdh4FRYMzPIwLmAhDnmlBNlBChyzgGBEEYIzTkiYEoQQ4AM3jvINMWUcyYUKCM0Yc4ZMhBGOOc5Z0aJ4Gyacz8OvOBcsEuzTZgSZgCAnMuyEFwAgPcRUuY8KyGU0pwyD05w4dFDAueCEEIiAICQwlnnrJnGaTZzVZXOWa11ymmaJkop5Yxx7kIAAMxZFwUT3Fo7TZOzxngrIqeUlmXRnc6MMcYZQMo5AwAidl1HAF2CnDNmkpzv266pqnmccj8471abzapZqkJ1T+emXkrOCSFSSJJBUMYIK4oiJySEIQQuSAyRUg6ZEELW67X3XlE+mwkR59nWZck567s+hAApAyLkHCEDJZxx5Kybx8mYXV3x4KZxaoeuKIrr6x2TPLqYUnLOayUhoxlzWRSEkOViEcqgCx1yWtdlWShZirbr+2lIOW2X66Ksx3E8nF42m03Xnp4fHpumKgs1dOdpGo/P++XVOjkfoosQuYCYY4gx5MA0B0ojpJC889a40TkXkpvN6P1sB2OR5oCMiPXqqlpUSAhy2pupLgqtVc45Rj9N8zTPjLFMcJinLbsyxjJBkWRCyP7lxVjb1EUM4eHpyUzjm7tX//LPvxvHceznEIOQmhDCGM0RGGMAQJHsVpuyLMdxeHo5KMa8c0pppXTfd4QQkolz/nR6ZoxeXV1Za8uy5JQl5/tx2O/3uiz6aaxXC0TMOSshF02z3+/Ph5dpnpbLdVVXLy+T9W61Xk3zbP2sCwE5aV1M0ywViyGv1+vj8aiU3my28zw77zjjy2XhvT93Q13XUkoA2G03nz5/+vjhI2d0s1xlkhnjUopF04QYJBPBhX4arTFaFeNsMiQhlfJBlUVRlEKIMM1d2ymttFDL5aIf+/bcbtbr7XKBiB+//15wsSirr3/60//t039+2e8nPUmutrudqSohpbFWMGqH6f7jxzdv3tw/PawXy/Vyaef5F1//9HjYE0Kcc1rpf/yn3+zWu7rULKeMBCmSEBNnFC6AQlFEn0IIgtGcMUPOOVPKACHHmAimlEIIIUTIOaUEAD44LoW4bDkggJhzHKfpdnMFGViShAAAyRABAAApY9HHjCTHZJwnmQgqOROQIcaIiISQEEIMkShCKe3GnlIKACEEQkhKKTgnpaKMaa2ddVIpyhkhxM4GAIyxuq4IJcT7vh+89864qipCiABw2Ycppeg9IqaUtFbWGsp5NB5ShpRTiPM43r261VpZ62YzR++tNRVZIhLJueAihqA4t9ZSJN47AsAYg5QhZ8nVYAZGKKU0RUgRUkqi0j7FWmnv5rqup2mmhL+8vBwOh27o6roBgJjTMLTr9Xr2brZmudsgIuOMMVYUxTD1fhpIJlJIyJFxziknGbig+/3+3HVKSuCsrGqihOk6nrkqBSEkI4acDqcDUNo0i8f9s6CsWdbLRdO2p0+fPwLAZrmqq2UkISaXYphnSzlhgiNngnDI1Nkwz8M0dUhjijEEE4IJ3o5TG230FpSu6mYppPQxIMmfP3/68v17ShBTpkj2+6cUI6WUEppSIoQgYowxhDA7u16v67qmBD9+/lDVJSGkqKu2766urriQj4+Pi+VK62K9XgOAFDLF6J1lnEvGsShjCI/3jzGn7XZ7Pp8ZY+fz+fn5+Ze//GVMcZ6my0IPw8CQUEKVUoSzpVwfU1ouVwCJMbFeb3frnZkmb0NKYI1dFIV3gTKxXNbWWa20MZZkO4y9kDInMU+GCdH3wzfffKOEtGX5q1/96u7ublE3QDBG/0//+Nv/9L/8L4/3n/cpaCm8MX42h7arFyUAGbsegUSfy2WtuHDGG2t1Vf70m2+Wm2UM4fnxaRxGAMg5UySYciEVxEwBw+xOp5ermxvJ+TSNfvYlLxgnENPPf/pNzvnwfBhh1FohorHWzOPQneahH3rcbtaHp2dIoVAip7DdbLrh3HenYRh+8Ve/uN5tBKXTPJPZmMuedM4AAyAICRjl82RSyDFGa+04zt77nOHSaREhQwzRe+9jToQApWgme9n7hJCcUoqQc2ZCQAIAsD6MszM+eZ8hAWRIDubR5ASM8BBSioBIo0+QwM3WGnOB6DMCEIw5pZyllDHGGFPd1HVZCyqrsgYCTHCkhDBCCCFIYkwAkCA75+xs+nEMMRLGCCMhpZCidT6EAAApxpSSECLnzJQCAMkVAKScIEfGmJCSU0YAtVaMsRhT3w8QIQOmlGKKbdumlKZhzDF1bT90o2YiWuetJxmcMSSTnHGaJgDICbmQTPCyqSKSYbYPj0/WGK30crVkjA1D33VdSFEo5XMijIaUUs4xJ6mVFJIxNo7Tcf9y2D9PY++8SzFSTlBQXdeqLANGh9FHi4pkCnPyg5kJpUVVFJWenXk+HXyKzWrhvFd1ocrSx0AYZVxWZX11daNlgYkxIhmV3uUYMzLqY8gkJxIzCYnEiD6Bt2FyfnLTGI1J3ifvgjfBmmHsj6dD13W60NMwxhCcNdbMTVlH7zebzXK94oLHlGJKhBIkjDIRnX/37t3V1TVh9Hw+b7fbuq6sNbvdrqjKxXqZcgJCKKXTNIUQg/cpBOdcezg93D8wQq4226quyrLw3l2a1uVnXTdVWS6Xy6Io66ZBRKAkQNpst03ThBSl0GZyL/vz6dTnRGdjKeWc8Jur2+eng7XBmqikplwAwaoozNgTzN25LYSahyHHmLx//PTp04cPx5dDMN5NFjMtdG2MLcvi3B2nofv+L3/87rtvj/vnWhcFlxRJIcpCaEikVFWMeRrsMFlVVxYSMNS1Lqsy5nTu2mka2/Z8OhzNPOeYovX7h6fnT/f7hydJZLLBTyHasFttN4tl9uH7P36rKX1/d/vq7lrQPA3dy8tT1x0pRTtPWkuEnGKoK71aNPM8DsP56elTVSiKeDq9dO3x9nojJXNmZGPbF1rP0+y9LxclJPDOM0JjCEhIztkYAylTxhARIjDOOOfeJoKUEEYpp5QDgfO5E0LEEBAg5xxCQMS6LKdxThGGbuRMEIYAwAm9ECIhJIpE6cL5QCljhIYUASCmGGMUVFDKuOCMMgtWCsEEcz4EF+qqyQkmMzMpo03Oe2uMd97OhhDirSFSaSHMMHVdG0JUUuw2m/PpHEK6UBs5Z0IoQeSc67JggkNKl6rhvQ/OQc5AiOR8nqe294QQF/xmtytNAQBjPy7KKvow9WOtSmcspdQamxEgpXmcxnGSnI/j6Jxzzo2jVUqN//parVaUImUESeacO2PncURGN5tNsWhSjI/753dfvK+a2gvJOIsxUkqdd0M/XF1dR8jZB6X1bAyhlBByma3evntLpQpm7sdxtna73d6Vehx6Z+w4dqoouORcCkJpiPH67pZA+vMPPxhjf/Ll+y+++NLOc9cNui6sMYQDpdzYMbqElBo3FkWFhBAEJlBIiiSl7K2fu77lBAEzEVRkBAzT0J7Ova7qX1Q/q7XSnL0Y5zlfLFac8s1u1zSLnMA7Z+aJMUYpKsl88M7Ow9hzTjkXZVFNw5BzLstyGAbBJRdisWxeDsfn/WNVNt67mJKQsu/b43G4utntrq9TSpO3+/1+s9lUVbXb7ZbrVde1Ly8vdd0QQjabTfJhuViEEGKMwXoCWDf1+Xg6nU5lUQLA2M+Cq9nMb1bv2/N/o/AF56yuF+M4RBdoyf1s66vr7Nyyrg/7l9VqI6UY+uHh831RVVKqu1evy6IoquLX//jf/qf/x3/88ot30zi0bbvbrD9//rRbblOIjCAjmGJO1leb7Ut8ac/nEDzn3BtrjD3sX/7wz/9yOO4F4//+3/9tezzWWgPASCnF7MxIEXabzfF8nnuqCxFmxwV25/bx4fP5fJo6+z//p/8noYRkMNN02D+PQzcO/XK5UIrPZrB+2l5tttfrf/ivf+eCUVI0i6rrzlryw+GlqooY/FdffUEkle3zGQGrsgyTDy5QJABEcBVsVEJCQoYsxYyZ5ABSlN5lqTSlXEjlfcwRxnbaba8AiBAcUj4dzvMwBxtSjJJyiMnPxoxDobTkwkyWM1I3xXrT+JDarlNKFU0ha5kwhRyudlcXBstZz6no275U5cvzIU6JAqWUf/78OBmHVCDQnPH4coo+YSZVWUcbOXIMsP/8XHHtR7duVgRoirBab5umBoDj6WW32xVlwYW4v7/POQshUkoxpmmanHNSiufnx9PhEGMyxgjBh2Fwzs1mnqb56f6eEbSzFUKUZem9U0r1fV8o1VQ1AazLMqUohNBaD9OQMK2367Iu15ulkHz/9NQeXqK19x9+cJM57p8BkhAMMBEKjOHHTx+rqkopXe+urnbX+/1hnqySZdcN574NKe2urr/4ydeEy7tXrzkXKeTD/njYHz99uB+O7eP9U3CBZPLwtPc+pUyY0NbHYZjc7N+/ft8U5dSPQ9t1516pcr3exAzP+4MP6dS2k7W6Us/7/el89j4T5M4lRBpj8M74aIf+nHPsunYaOjfPhIALNpGQSTR+4pr0/XG1LDeL+vP3393sVtMwXG22MebjuQXCs8/t4fzw6X6zXD7ef7r//MPx5dH64cOH7/7br//emoFR/MUvfjGO0/3nJ0r5MAxNVetCLRf1bObZmFevXleLkmnx5TdfueBfvXkjSuVS4lo+Hw+E0FPbEsaQ0snYycz/5e/+r6KqKCWIQCFHb//ypz/++ds/DMdjfzoty9KZeWjP62Wzu9rMZo6QhZLjbKwx3odCSYzx8fOnseuicwywPZ4Kof723/2NnQ1F9MG/vLwUhX77xfuyrrqp95BkWfTTxLgIIU7zvN8/39zcrtfr7XbrvZ/NCClxyoL3//APv/rTt3/oT8fNYrlbbw8PT4VQfpwWRWmHoWKcRv/hT98enz4P7Z4k37cHQkAIRhgeXp4YzTGM3//lD7/57d9bO02mjyn9u7/5D//ub/92GAyj+k9//MtmtV5UxXZVURqP/bNYiNc/fX0ez6Mbf/fPv2OcAYFz1/6v/+v/u66qxWIpGYec7z9/DN6yFAKhlCIQAESkSAEQAHQhnLUpgRS8LuuUkvc+hMQZYUxc9AXxggcwCkCQAKVUSMklk0IQShljWolh6LWUZLMJzkNMyQcgCBmmwRRaMUIQYDZGKK6kUEo4Y+cY7TynEPtuEFoJzhGAIUNEQqiUUkpFCY8xEsY0F2VVeu+TDzHlqirtNHvnkw8EkBHKgZZCUcYAwM6GEqyqJicwszFmzhlma3wMjNCUUoJcNTVlqHUBEQCRMgRCVKEJY0rrpq65UN6fmmUzdEM7d5zzZlHF5KfJ2mkYpoEwLoRggiPmEAOlyDi/v/9car1s6qvttijK08FsVmup1HF/SAhIydQNTPSAqKSilBLA4HxOed0sUxW1koyxQpXe+ZgT5xxyjjEaY1KI/fl8d3f38vLSHo/eOaUU48xZ9/nzp6ZeaqWl0CGGHDOm/OOZf54v8h7OuRBKKs0Yp5QxRpQSdVVRjsZ7TBhTRIohxJzjBY6KMebo4cJapZwAckqQScZMKHJJhWQ5OYpSMIoIjNG62pnZtaf26WVPKYUYEmYuGFJMJIRgdMXLRsXsgOQM0bnYLJcpQk6YIJOERPDVeguE1U0dM87WZCTGuwYJl5JLjpSklKwxkLK3LoQwjoMxtqpqxmhRlpjg8PJyu7u240yRpJja7rzbLqPzZVUKLjBlwDTNg1KbuqkYZ5QSxthut9NlOXT96eWwXS6WyyWl9HA8U0avb66FKvaHl6EfELGqalXoy7fizawLjSlzwsqygpQF5QRoQlYq3ZRVjh5yuL3ekRTNPElKZucIZGutcX6zWf30i/dCsufHh3EYQwzJheDMZr1mSKSQKeTlYr0/Pt69ug3RleWFDYGiKOq6rquNsVZyjYQGn8qi1JJTmifjuulcqCqSNLlp9jPXShb61ZvXyGjIcDidtRJCsNm4erlgXEkhBKU0pR/xfEjZGCcLCZABkiwEERhdJpxcCgnjFC64ZYQUcqaZUnoBMgASEGCcwwWRZDAbI+WPH5Fz5pyHEKPNczfTRJ2xdphCCJUUwafZWsaonW2KmUhiJkspp0JDgpwhpRxjzIiMMUqpm+xks2KaCTHNU4Rsp6luGu/DPE2XbYA5pxhSiHGYJ2teXp59tHVRtec2Izpn6qY21l9ITWA0M1IvFoQCFyqaoBiTQozjIHVNCM2EibLUUvXjBIwSwUw0RdZUUqZYnmYueTe2dbNkghOCOWdnJkap5Kwuy5TS+dzlnFNKp9OpqurZuvX1TT8NRbN4abvZOiFEVVec0u58ds7lmBbNAlMc2nN/PmFKIqlz13Xn1nlXKBV8UFrpspRSxRhzhqIopFRSqhD8MAzzOCwX9e31tbX208Onj/cftChev37lvU0pcUIwZYBECCRMlGJKiVIqhKAcXYwxxpADBRJTAoBLgYAUYoox5pQgx5xjTiHnlGKKl9FPSmFmO5oRCUsps+TX6yWX/OHpAYAILbVWTaOUYJwTgBxT6KZ+tVz5kICg826arFLyfD4X1VKoKieMwRdFPVnvIxJKIRME6kPOhKqipJQhpUjpNIwE0BsHPo3DFHN6fXe3rBfOu3Ecnu4f3lzfGmOCc4WQ3ljnwzxNZVHGnMZpJBn6vl0uFgQBKahSh5ioFEJJaq1L6cPnT5lxEMKlCO4CeGOh9TxNKYQYImWsKqq2bVMIq7Ixs4UAiklSQHCBMYxAMMM8Td57AHj79nXO+dydlebOuxTCsqnMbNrT0Xvz+tXdZrWe+kEJ6UM8nXqtC0jYlEuIWNWLc3cuyvrh/v7du3cfHz5ulitJlXV+7AfrHFuz1XKNJGeSY06bzaZKQcvChzhbo6VarbdNE9tzWywXV3e39Wp1+/rNZrlwwU6T2+6uGWOMcwEESCQppwvCHyEOwwAEqCQ0KQAYxr4qa8IREiACXlR9iBc0ARFjytbanJIqFBKCADFGSJByst5FlwhlOeemKkNvu3MvmEwhT/0QfUAATqiZTdeedzfXiFgURdnU1TArpTjn3gUpBRNECskFA4CYY0gBXPTROe9CiIyx9niihJxOJ0g55zwbc5GX5BgPh4N1bhoGLhmkPA1DWdda6rKojT0iE4BAuSBcykLlDEAhUqRSISMxImXCxzhOc04JFKWUeh8zAiImyG3bjfNMBdluty/HExKI0Rsz++C8d4vFAhEX9WIYem+sFEqrgnK22V4RgmrRRECuNKUcCGOUEUKMMZhBMJ4hMoouxhQDZwQRq6KaZ8MZ5Uw3dRNjbBZN3ERn3IXB5VxMw8A5V0oXG+ViHIbhfDjXdbmsFyEnO5nDYV/pop/GlJIxE6VoZoMX2sg5b2X0AQi9gHw55ZAjYM74I0lNMub0o7Q2pZxiDj6llL2PISaSkVBAgrOZkDBExODmMHMmgSUmFReCFVxJqbSkFIOzwYTJzXWOTDDEnBCKQmNGay3n3LvonGu7kVD58PRkjFNaLZZLpQpEwoVgjFlrpZSM0ceHx8ViwZE0TU16tN7dXl3nnFOKzhhEpIxxzs+n00+/+slFnhpSlkqfu1PsYlnX4zASCuM8pBRWy+VkTdsPPsacUFbaWys4JYxvr645Z2139i5st9sL4X06nmczbne7cegZ4VrxMJvoQ/KBEZpy4EKMzk3jGEMknAYfCq2lkEopxnlZFafTAajmnAaXPt3fPz8/lkVJhaq0Ni44E6xL260qi5IykRO6kADI+dz94q+b7g/DZr2TmrVtV6iq7/sE8P7LL6tF2Q6n+/sHIFkoTgglMXsfre0Xq/VisX45nj9+urd23oS43my3u23XnV2Ip1NLrHchBQAAgoQRYEgFKUpNGNVFAQBAAABSiIwzQPAueBfTpZP8+IikGCNmTDGFECED44QJSoAGFzlhnHNkQDmxziUAREw5q0JKLbiSzXIhtWJSICFaay4UE5ILARSUVozznLNzTmgBFIpSayEw5RgchSwlg5yD9ywjJ9Q7dzqdrDVVVUqlcs6Xc4Eqy5CiVPLq+vrm6rrUheBqtVhutxulZAx4IVYyEsYZJPA+OpdDBqSk74bZGEJojMnO3tow9OM4T9ZaRMqIYFRMs8kZGeVMSKkF5SxE55wBgBi94jLHlELghDbNqiwr55yZHaVMFmUI0cboQ8oEMWVCuDN+Gsbnh6fo7Wym/X7/8PBw7s4+hmFsCQHJaVPW6/W6WS6FFN77cRiruiqbmjF+EXR0bTcNQ47ZzoOdp2kYxn7wwStBKYIx1nvvzBS8m+fZGJuTD27OGRBZzhhiSiETAEopAl6myxwBIkBMKUXMSDKhQDnllDBCKADJCWJMKaWYc1lXQInPNpNsw3zujz6Yalm+ef/q6s3V4mpRrEtRcBTgs5vshBSNm3VRJARMebvdlmW5qBc3u6uiKOp6UZYF51wXuizL9WrTti0AQE6UEIipbdt5nAlAsE5QxhlrirKsSskF5zx4P09T1/eEkLbvlFTTNBNGfYq6KIqyKsoyIbgUrm52q+1KFSpDTJCrRX3pmsb6lBIC3V1fM6n3h+OpPWfEql7EmIZxREStVVlqM5m+7brTKUaPGeZ5SilM82itSRAuR79xnoTmm91WaHk8noFxYGyYLTKWgRyO536ab9+9vr653h+O909POaPxwfugm3J2DhjLlFGpMiXjOIWIQKjg6nQ8d32fkUZAH+Ns7DSOF1njYrXMCN77p8e9G1xTNa9uXwkm2nMnpL57/TYBiYCz9dbH87n1LuQML4cTuxwuLl6GH4XWAMhQKw0A0UPO4cJc5AzBRu/jpTTEGHPOl4E5hEBQCi492suQSRliJt47xrmUUioJBI6nk3UeGVaLara2LAtVlUUhnvd7G0MisLm5tiEipR6SzGBi4AA0RcapGU3dVN6ZGNw0TTHGGGNJaClVMBY5g5g4od57LdWyWTBC66oKMRBGKYGMIJQUQjCCIURKKKecc54ScEZTyBGiM5bUy64dmaDOOaVLb117alNKnDICQCkJMXZdN49G3PKUEiLhREy2r6oKUh7aTnDBOEkphuiEoN4SyXl0YZ6mcRyXSxpjBCBUyHPfTc/Pm6uri1+DIcsRGCV2MoJyx9lms5mmyXuXMC8WzTJnY2zfd33fe58oJdbYcRoppeMweufuP9/nGKWUQ9crrV/2+6osXfJv3rxWXE3TPM19Waq6rjnnxhlrbalqyYUuRM7cWoeIjFJOKCWcMZqAIyUpxHw54P04LxIEgJwRMwARTF0Gypzt5dc554zABKWCZswRfMy+7c9AkBdC1goIUkSATABCTIg5Y1qsak4YIRisH4d+2axyTDnkU3/s+l7r0lhLCIGYSq2LQj8+WsgxeYvZI6RpmDgBb80X799rpb3zx/PRBO+8d9YKpczz3lorlBqmqakrVerZ2pfT8d3XPyFCuJSB8uAN4Yxp7pPXlfbeXXR02/UmpOyNn0dze3PNCIWcP39+eHh4qqqibzutVT8MlLFF05zrIudorNkyShnp+iOSaN0MOQPkyyGUUt5PhohR6erhea/Lmgl16nrGGHKpOR2HMca83l39QihIqe96bwLnfLleJ9ICpcF5CrHURd0sKaVaVzlj3SzqelkV9TzbmPPu5ur1m7dmnB73n9+8u5WSLZrqP/9v/3loe8z07s2rHODleDi8nIyzTbPkM6vrhaH03J6269W7t+8EF4xznlKKKVOGOWZjDRDUSsUUL7NuSqmmjElJGJxf+qquLnP7RWJ84dgQMWVgjAHJl5mCAgVI3nukCBkyJMwk54wUCGeC4jAHG0PIAaQAzlyOPvtaQteNQomUk8+QEXwMGUmjq5eXl+SinWbMYKYpxZByEgB1ccUAGRPJh7qsQ/AkA6TEOEcl2cx7M6WcA+RA0UxjIXgKkRAyDAP3kiBpyorkFEKI1lHA9tyu12s/uVKUZjQX7RNFiN4XhaQIo/MMieDcGU8zyTEd92ctyqJQ4zTkhEzLjECQKKXGfgAAM012tqfjqVClC2Gz2Xz9059xwe8fHhjSUhVmmgmgNQZ8bef59u6mO59jTNYaoIQylgmEGKd52i7XgnECyTsfk75AtgCgtK7qyozzZrO5vb6pqro9n8qqStEjYD+0Sum71V2zXO6fnrqhLYsCM1CGgIkioYxGHzMX0zRKzRGQUIoRL6tMkaacSQbIKecMOUOCHDImREIo4QQTQXapDgnyZehjgqaUQvJAsg1zN6BQen/cM86kEIwgQrLG9N3pfDpjAqnEcG6LonTGnPYvTbVoT6f1arF/fKylLgWXjCqpikILKRUnnGZnJ4SolYh2ytFZO3319ZfW2NmY/fFAGcsE275f77ZU8W15TZEoLqUU13d3RPBy0fgcpxDAjLJQczudulM3tMIIRGhPh749gc+3t69ShNkDzZB9Ekwul8uxG+4f7k/WphRW69XpdBr6YbVsqrrKOROGUvNM42k4bbdrLqmbTYzJhdnHsL66Huf508PjNz//OeFKlRVXFbLCeCvLer1ep4f7ycVMxM3r10rI7777jlHivLPRq0r57InAYeqaRVPWdUao6saFsNnsmmYphEwZZ2OCj+25R8wfPvzg4/j0/PD1Vz+52u6CD0+f7yWXsiiUKI2x9/f3u93Oeye4DMw93T9frTav7l4P/UC898ZaY6aLoinmhIhAYZ5nBGRUUMKBAGMMEBijQjDOOSFACFAkghJOiaDEzTNAYoxBBmstRIgxBh8g5XEYunMPCIQToTjS7AG4lj6HwU5AQGrOFQ8ppQTjNFJCtS64AK0UZYwQAhyklJfGRjnhnDJGCRIAMNN84VJijGVdVk3NhXg5n0YzASQXw+ncGmOo4IJzY8xF6aWUnGczDoO1RnKRU6KAEBPBbOaRAEYfUghD31VVVRQFYjZ2IohCCEaolgoyEMyEEGfs8/PzMAyScqX1OPTBuZwTIcgIg5RiTPNsOGdaFev1OmcYhinG+K/WMloU2nuXYxz6fjLjOE6F1lprzhkhVOuiriotC0TqvU8AnMmqrOtmUZdVoQpOafTBGkMIoZQURbFYLHRVciaVlFXVWGtThPV2U5T18Xh4en7JAJxJRAw+jePUdeM0TGaeYwjd6TwNU04eM+SYckgpAQEKmWTI6eLXyjlBSpATpgT5giBniDnHFH3OPuXoo+WMcsb/VQZKQnTOWcTIOOGcMMEQIQU3TePQd0+PT2acXl6eL3vYGddUDaRcLxeZEMIoFRe7BAEAY+ayVILw6CPNWGlVlgUlLIboQnAxUs6V1uv1ulRF257b03Hq+1KquiwJwvF0QALGzvWiiQl8iLMPsqiQ0rbt27Ybx9FO8+lwPJ/a9nSys4k+MsIrXZwO+48//GXo2rvbmzevXtV1yTivq+rrr78u6woIo1LwQjMlgdPZ+hBTs1ytNhtVlkxIwhRV+vrm1dff/Nwn0EUVCZl9QsJW281qu9NFkVJSqnj96k1VVvvHl64drq7v3rx/L4rycDxnILObKef9NITouvbordus1uAj+NQfz2F2movNZvPwcP+Xv/ypqot3796u12s7WTeb29u7b775+e31HQBoqd+/f//NT7++u7vzPgTvOSMQ08PDg7NhtVoJKQnlpFpUulAgIGMqtELMQIBy0vVdRiCMhpDP59bZGHMEzFxRIXkKrixUfzoe7u/9NBHMLy/PzplhGKqi6Nq2b0+YQjA+mtDUCwgAKfkQCEdewDh1TaMQc/IAIRVM3FzvIEAheMG5Gcdo8zB0jMK5a0+HDggCh0Shud0SLTa31yHnarEEgpur3bFvMyMgWCI4RsdLnQUDToqmLsuiruv1Yhmsu9rtSqU5FznnYegXi6Vx1gb7ww/fe29vXt123Rkg/fG7b5FCzKGqS8rJYr2YrX/7/n177hnhTVXe3Vwdn54ZEs5Ql/KXf/Wzrj3+5ne/Rcxa8ELyptQp+rY7a10UhZZahpQ3uy1hvNBlivnh88Ph+SX6iJjb9hRz2F5vb1/fuujW25X1fjIzJbzQdaULrfQ8TtvF9u3rL7zPCVGV1XK5dhe3mA13u2uOoKgY+6EuG+P8+XQmQhifR+u4UNaHU9s97l8Op/bt+y+5VNaHEPP19c1mvVvWy9PLsTt1fpy1ks70jGDytqwqRAwx2hCQceejdc56P9vZR59psGHOBH3yMXmAKDQ9dy8+THbuKAJBTDHmnDnjTKiEyQbTdueuO43TMJvB2tlYY6yxzi6Xy+12Syn//e/+xYdYlOXYT6Pxsmxu3r1X69Xq5mawVpUF4UxI+frVu6fnJ05odNHbNLVmVa0hs2Eys3VCqkXT2GmWlC7Lgqdwfnr4/a//4fT4qVL0/sN3H7/7YwqmPR6Px2NdNRT5qll894c/lbJ4/+aLN3ev18t1pata1znh4+Pzp0+fc86EAOekPe1/+PCnp+fPVV0sm2bRNLqsZ+snYygXL8dTuai3Nzc+pK4f3r/7WssFZt0019urNzGyV3dfzi72g/u3f/Mfn1/Oi2aVcyaENGW1ampd8HFoj8fn/nw6P+1JBM3U08Pzy0vXtlO5WEhVGOORkLoo+7Ztav3w4S+rUrthKLk4Pjwd7h+DsZpxzGmY+4fnz0IyN9ub3TVF/vjwcmr7crFYbXZ3r18j4jD2TV0umqqui8+fP3V9e3NzRQj833//98fTiUmtkOAFg7gkIETIkEAIYWYzTyNllFKtCy0k3R/Nii4BADLEmJJ3ztiLpbpaLS4mzhguItqEiJTQsR8ZY8poUchCF1IyYD8SH94nSJkQyD46YwEIJ3Q4ndZNTREoQSmkLgrng9JqMgMAICUAQChjXAJhzkWAJAlpmkZolUI8913K6Wqzdc6Z2V5iGghiTokhITH7GKZpHOdZaq3qck1RShlDUHVlpknrAhGvrpTU8mIN2u/3OecYspsdADjnxnE4nU4xhEXdjGP//PwohLi5vbLWvRye371/2/fdw6f7otDGOGPsYrGoqmq5XLdt+/T0dHt7CxnneW7bNiEs1w1hxAdHGLpgq7pu4zlCvrq9SQjjOFjLvPdt20IkOefNevePv/snyIRxsltvPn/6WGotBVdCkQXuX8Snz5+dd7vrWxdDzokjzTkAJZzLxbL0fikEbz8P33z99TAMlDMhZFEUzWJ1Oh4opcfT/mevvjHO9VPX95Ou9Xax6aY+xohIGSOI2eVIMCNSJniIMUJCQggFQgBIjMFbZ1QsGRWEMJoAETNABiAEQnA5sRg9hZyij8ETQjjnQopz3/XjUC8WTb1yLjiRNpvNy/H09PKy3a6Nc904wePzNI2CsbKqlovV+XCcjYspmuBP3bje7Npu6Pv++Wlfaj1P0+LmGnOqqqqQoj23fdsdlNqs1us1FKo8vPz59fufGOcyje2p36x2N1e3XXseh+700hJKdKHn0TEhvI+EER+DIGyxLGczWjt//vjxiy9/cjgcxtmmlLjkV1dXiCRnnGeTE8yz00pPg/njH34rhFiuNk2zlFJ3567tu6Iorq6uMef2fPzTH/+gJH39+u4v332nhOyP5/HckQyYsndxOHXjZGz0d7p2wY5d35SllopSbKpqvaifHh7rujK92a63VdV8fn4c5/Hu9SukpKzrjz/85cv374ZuYFyuNuvj8azKIo/jP/7jbxPC3eu7H374S1lWOeeX5+/fvXlT1lUm+PXXX0/jRJDhhaf4H0YLkgHSjzp2QgFJNnaiDIFASilFiAFSTpQwQrkuq3qxLOv6ktxACEsZQoqIyKkUUjEpkNEYY05ACQGA5DIkYIRCwouAwgdvRmuGKacQvAVIXFAgQBEEZ7qUqhDBpxSBIoUMKRNEKpkK1iMQN85htqYbnHM5xOh8dF5yMXZ9tC6nNPVDdzjlmFLKw9BzzlerzXZ3nUMwxqQEVVVBiN44xTlnsqrKaRi9sRfPVY6QU7rUmhijUoox+rx/HobhIjRaLpdXNzeb7TbF2HWdMXNVNcvlerlcaa2UEKopWaFUWbRDSySLKRCKKccQvPc2R++MwQzeekpo8MF7N03z8Xgcpyk4T5E4Y/uu7/veOaeEbKqqO50pEs54WRbWmWkaU0plUVBGVFkUVTmNY0rpYkKXjOecL7S0s24YBkLp7OyFnggpEUqdd4RShowgG879ul5rLu1o7TAH40kCFgkFpIAkYo6QY8oxhRAukgRC6f9w082TccbFFCn8CFFdPp1SGkLwPkTnvXPOuUt6AqE0EySMllW12m7KRW1SOA19N4+C8ezCslxorraLxbKpJeer1fq7P32HhPgcBztlSkSpJ2+r5UoVJSI9HVskfLYBGBtnFyJmJtWi2dzeUaHKZsVEyaSWqkohEsD1ckUz1EUx9WN76riQOQMAqepFgIycBgiJYUJARnfXtzfXd5vNbn84CSkB4O7uVmtFAIMLkPPUj+fDsT0dcwrPTw8c09ifCeR56M3YZW/Oh5exbT99/3301kx9MJMWdO77/cNj9LYqyxSjNa6p6lLrRVEVUptxevj4OVi7WSyXzbI9nue+p4DIOKWiHceERNe1jZmrApmcbdB1HRHrxTpkstpcI+NalxmpDV4IwTmnjBFKMYOZzGWB1uv1Yrkwxnx+uG/7fnKGXeyY3gapZU4JKSGEAEIIQWlVlgUAdG0HlAJAoYuQUvBeEE4IAUqllJxzwllOAEDgx5AILqSgQIWU3ocL63GxZkICZ5ySUlAuKCrOc8jOhUKS6AMhRErFGPU+pOCHqROKRZ8Q4PIoU8ZyADuZUATBFaU0Ok8EA4C2bWWhLxCadw4Agvd1UXnvzqezNaYsyss/y6VUSnvv+2Ga51mpwjrXtq1zTgjprfVG3t/frxfrsqyGrmvblgBchJvTOHGGALBer2NORVFsdzshRdd3Oab1doOITbPYrncA4IvACEkp7z99rhcLCpiDP++f27bz3kkpNSHOWhfsZetKKfq+M9ZUsRq7TlBaSEUIUVqXVSU4d97ff/pEEaWUkgtrDWAyZr44I2NOVV2u1uuEhBDo+v7q+noexxijlNI5dz6dDsdjoQtKWfpxzLtY3VAVmku5XK+MGUmGx8f9YrGkyDgmAjS7VBQlpJyyjymQjAkI5pQSIFLElAlcBhwASAm898YaKUvBkSAFIADxgmcH76PzntBICWKGmFJM1llrfPN2qcpiMsY5AEqU1vPRKCFzTBSJ8UFrvVgsh2FolouiKupFs73aLRYLqYtmtRynuVCl1iUlTAm5XC2neWBMJjKaEHlR8KzXV9fTMCOLx/Zxtr5aLH0IMQQfbF0VQqjzuf3hw8e//uVfrzabc9siJTb6jHmaZxssUSwD8d4XZVHoQoo/9d3orH/76o3k4ng+O++8se35OPStVsV2u/n2D//807fvBCWvbq77dpzHsVZFirYpihczU8j9+bRY1G/u7hgh958+UYKC8uSDt65R6vF4Ci4e9y/L3eb5+Tn5kELEDDmETGnOeeiHYeireoGU37569Zvf/lPRrKq6yZQ8n/bH8+nnSFRRTbN5fDqUukJK6qYWXOSc3719+/TyMvXDdrtNKe1f9n/77/+tFDKlxDl/2j/XdcUAADOJPoCQKSVKCSADAEq4kvwyXEhZcPavyRFAnPVI0JtAwjBNk1JFnGZZ6hQjAYpIEZBzyQgFCiEGzvklq0EKAQmC8yB/TKaiyLwL0XkppckZEMVF2uACAHjj7DhP1kmhCqkwA6ci+WyNmadJCC4Fb8/DYlEXVXk4HpxzCFCWla5KSJkxVhS66zxnDJQqtO6GnksVQhzGeRp7VRZVtZC6fLh/4IKnlJ110zRXVUWB5ggZcLvbQc5aa64kINhxRsxCKaDE9EPrbUxxGIb7p8dF1aw3y5Ti+dgCgDWmripIkGMyxiJ2IYQUw+l0sMYYY5fLtVLSez/0Y1mWjLH1ev3x40dOqOJSS7VoFkrKl5eXnLNWqiiKeZ5piM65oWvfvL5jjAhGn1+e7+7uCKEXpNb4ebYu4QoZ6Eqn6L2dtdY+xZTSNE5UcF0VIScfw+F4jCEIpVAwZMy6kIDosiZID4fTPNurm11V1t7YSlUpBONzzkhp5BQTZBZygnzRrcWUckZEDpmkBNaG4ANlCRERCAIgZIKMkAgJnXOcc0Yw5xx9cLNlXJaFJpGMk6WAq8325vbtfD1QJELKEEJMCTNDJN0w6K69urpCRjfbHeFsGHtEwqUYzZhNFJRc7Xac86qqmOTVomGSL1frx8fHp+e993Gz2RCmTufOOxdiQJL3Ly+vXt0io0VVeeeNtXW9fNofnA2cca0VMojZ11WlBTsdTwQZZ+Lm5i7EwCi11kghKWB0ljPCARSjmrFFXTECKQQzzgQyo+iME5wuqkopHZIrtSqUmoYJKczGS8GMs3aeMMMl+ao7nftz37bt1avbL7/4YrFY7B+f7z99ev361aKpCBJjXN9Pd9evAZBySRnvuq6oq8V6OTpDKFda7a6vXPAZgDBelsW5b13w1tl1WI99Lzmri0JJ1Z3O0YVAQ13XqiiGaXp+OZCL8+KS+PKjkTvlEC4dG/re5ASUUkIhB/DGxRDcbL2xwTtrbLQuxeSMSyFjQsg5hRhDSj4E5yACAnLOmRRAQCkFMc+jcfNlbPbRhRziRc6ZUgYExSXElFLiQjfNgnGZfEo+SCFjjCRDzgkzRB8YJYSAKouMAJyllIqiqOqacQYAwNB534/jME9VUy8XC8pZ1/eUcx8zF8KFBACjmQDAu0AIEUKY2XrrKZKr7a4sSwpIAAFxnubkw9j21lpr3YXuTwgA0Lad8U5rraui77v21D4/P8/j2J7b5+fn77//y+FwKLXSWs/zdFmM9XJZltr7WWsJMV08i4gotCaAVVFWRTHPs3eOCXFBcy4pad75qii368049iH4fhg2m030cZ7nh8dPMfmQ4jhObdsCyavN2jmrlERELgSldLFYXDIXlNZIia7KfhpjTIBIGZeFnswMBCdjm+Vytd40dd13w36/DyEDIF6qPxIAkgARKeCPXtILo4RAyAWNyBi89z6GcIEpMyJBpIjIqbhocFNKOaWcEqRMESWlwXmCuKqaqqicscO5ncfJGFNWZUhRFxopYYJfJOQuhsPhgJScz+dPHz99+OGD9zb5+Pz0dD4e7DRO0zBOgzE2BD/PhgqeILd9NxmTE0ohrAtSqaf9oyh1zMlF33ZdRrJcrHMEQmmMkVKyXq+bplk2S075crlsu1EpVZUVAJRViYi73S7/eB5Hzuhq0ayWzbJZEAIXQxChdLfdlmVNGR37H3V3hdYQ08vTc1GWQnDMxLlwe3PLOB+GESmZzei950IsFotvvvkmxlhWFWNsuVyWRSkEH/qBIGGMbDYbJOC9P7XH29ubC8fcns5VVdzd3V0eV8bYZrOpqppSejgduZJlUVpnkw9ayOSDt3a33XZ957wDgP3Lvq7rlBKBDCnlnPECUgJAdN5M1swmpjx24zz6FHIK0A9GSIUBggsYM0PKkQmuSlUUSgvGOGEkQ7DO9OPUjVM7jueeM4FI3WySizlkyOhm442Vko9DP9lRaFE1FVBwzgJQKYrg8zw7ABRcUcL+FRvJ0zgZM0GOnGFMzvl5nIay0t3Qj21nvCvKkgpunDPWAsAwTeeutdbJQieKPgYkhFI+W6NLLZRkXD4/vQTnkBJjXFU1l0SseTSCK8iAAHYyEHJ7Oj9+fvz4/cfgvHN2Goanz/duNpRS422CvFgtV5u1cb5qqtVqdXNzWxSaERKcP59PDw+Pkgut5HqzXK4WKcfrq21wXnCeIRVKkgzJBz9OSkpK6UWlPwxjdC6EwAhFgOQDIg59xxhx1j7vn18enwghGeI0DYfDYRiGeZ5UIbnkhJKyKLuuc85hBsHpMPTe+7Iqq7IilHDG3759u93ttjdXTAlEuLq6Xu+2y+1mGMeiKtfb7e2r1zGm0+lMCLmcdOq6LosCKQ8xuxQTQoJLieCEsksgKLlk/IYcQowuhnCZLJAQgkgpZ0JwzjkFDN6nEAWnTVHO3XB62h8enue2N12//3T/p9/98z/9+jeHw0Eo2U1zRNIOvfHOp2iDR0TnHEFijambhjKmhGzqghGMzu6fHpKbL6ncp/PJmCl4t1gsmqoulIAUy0IJSna7HVAitUCGPsaMMJhxc3PFlcwZpJBCiEJKb71gLDgHKe+fnpwLLy+HYZytsc55rQvvfU4xhmCnOfkAKXHBELOLDoBywW/uboUQZVFTxqzzbdtTJrhQnx4eOZVa1+vNljKui5IL4YKvF42xth8HLoUqi83VrqqqDLA/Hpab9e3rO6X1x/tPk5kopctljRkgBEFIcq4pNSPw4Yfv+/Z8Oh5++Mt3Dx8/TOMQnB2n3nnXNIvFYuG9F1xcBMeI+O233/Zte1HlAgCjrFkuXr99w6IH50MM8QJSAkAMIYQcomcMBecXHNFaDzHWqzI6EAQZgUiAIHDOgSBhFCmljELKztjsgzP20vd0XflxmueBC6GkrKpKcK6VIowZa7z3yEnd1ABgrQUEzsU82/7cl0VtjSGUeudzzikkYybOOeccGQ05eTtZ63ghRjMva66UuiARszWb3Tqm7FNghBHBqBRze9ZQNKuFUur8w7mpyuBt1VwTCgApBDfP8Yuvvko6dEN/7lqtdUaoZNUN3Wa7BQRCEQksVstx7Mdx9N5ffCJuNhdR6W53VapCS23YbK3p+v6L9+9fv32XEX73+991Q1fWlVIKAR8eHn75y1+mlC/RWEWhvffzbPq+Y4w559q+e/vunTXGOj9Nk/POOsdLXjd18B4BtS6utztjp+A8Z+KL91+FkACpMfaubGYbpmHMSJyx0TrERCk9nU7eB8Z4UZWY4f7h/urqilNGKR5fXoZ+2G22ShdKiXmefYT94bSomlev386zBQBdVBIS4cTYyaYQ55QwURpDiD/mm1PKGMs5pxxTyCmHmEIInpGcsyBILoZhQpByRgkNyfgQUoqcU1IVZjaU4mCns89VuWzqsihWVDDKab1eHA4Hxtg8zzFEQYXiChEhpuiCGea7N3fRP5ppTi5cb3fd+Xx4eX5fvrvE2z+/vEipQgpNUyOhMLtMYLFcW+MYZz/5+qdI2TiZ1Qaub28IIfWyss7GGLkQAGCNnebZxcCmGWLabjYE8MPHjz/5yU+KopRSZIBxnkNwp/P5mFLOceNXwUdKuVJFtWys9/0wZHyum+X25loVxemHjyHD9e3d09MTl3J2rpIKkUYfF80q1elquZn7UTBmvbMxTt3x9vWrwcwfP34Uis/WXN++TwjHrqWMhRCUKoDS7e7qn373+1/+m3/HIS+WtWD83J3LsgrOM0KNMdbYern45pufUqR//PMfV+uVdfP5fNxut0VVTsa8bd62Q8elvF6vD6cjpYRQBhQxpJQztH0HBChjnJPNZjNNVmsJOQpJdMmbRWknl9zclEXM8eW4TxQSBRvNZEYguawLABCMSSbHYQohrlarUuunp/vTywEBGJLT6XTJZYEMi2rRFA04QCDty1kIceFSnp+fpORmGkgGRqhWBSSkyMxsJmtkrWbjxtEUVaPLapomIcTl0SSMWmsrXQYfKUUlBRdis9tSzpvlgioBlPowa0UYzYLB04fvC0GZEkrJTHJMPmFa7dYGwmnuPQEHafLzOPVSi6IuhBYhuOPxtF6vjTc5xxhjUzeKi0VR9YdT9EFyTpH4GKVSotD9PNgYmtUqc1bvrqbZUC4Yl4A0hJAzjGNfL5sIsZ+6hKkf+4fnZ6EUoZRypsvy/ZdfTcYWVQ1IY8xt1wlKCcA0jc1ilYAsl5thmDfrq+DzotmMo+HIgg3EQ6U05zSTPDtT1wUhoBSvdKG5iLOJ8xyn+fHDB4y+KVV73n/++MP5fL7ApcM4M6FV0ZT1ErnsBitURQmvysWy3jDKx7YvdaE4T5gpJ8ZaoMw6B5dILkjz3NswIrkY0zOjUnAdM6aUY05EMCklEvA5eHAeXCLxzZdvxzA9np4/7Z/KVe0xVU3x8PDZTrMSPLlEMllWq4JpdLl/6TFSSSWJWKt6Gobj8Rhi4EpSxhJkH8L++WW5WCqltC6QCGv9aruzIU0h/PDw0E3z4/OLKsqM1MwuxiSEjDGMXTebUUpxPB5Sjqv1ch6GGALnvBCKAy25vsRPS63//MP3hDETgij0m/fvt9e3WtdC1eMclK4Jl7quXI6jMe3cz8Eip81mkTANZtzsdpvdjgtBUChR5kyVkMH6w/EIjDTbtUOQtT70Z1aICF6Vkmlpgvnh/odE6Mu5JVR8//G+XKz25/7zfr+6vn4+HghjdVWlEH/47i/rxZJmwITbzS6lBJDa05Ex8ld/9XPj5tmZcR6A4V//zb+Vlfr89JhyLsuSK8EpnceZBRNyTIVWSCDnDAicMaG1dY4gRh9iDmPXVXXlXGiPp9ubK2QkISBnc7AhBBq5tXbJ8Lw/2slCyqLgSqvyErOZPCeUSVJIpYrCxXgJm6QAxpgfdbsZxmn03kcfEsKFMGuaJsZ4cRwCQFmW/ThQQSGDKguCtKgqJJhzMmYOORljLmAK5yzG6CarC10WVQzRWHPJp3DeLOsVAUgpKalSjMbY/nhCxNura0LIOI6qLG5f3yEhwcccU1lVyHAys9Rys13LukwP+dyfU0ouBkEZEoI5TdMUYxr7/ubmpu/HEGNRVWVdH7uOSVislkipnaZT2yOiLjVhBJGcz6dXr16HEJVUjPMYo5nNmzevnXdlWSYPIV8iEQAp5YyxnO9/f397c4uULrebz58+N8uFD6mqmg+fPgElBKizAZGmGCc7AWaAkHIsdLFYLIRQhNAcopuNlqo/t8F5TqmSKkaXU4jBT0O62m4JE97H8/kspaKUF6qc7TT1sw92sSwLrq/XVyRmmungeoBMKeNcUopKakoAkkUCgBEwZYgppxwCQR5pVqoAyBQzIqBChSlBSjmLQlEldF2tNutxsP15ShBvb64eHx9nM+WQ7TxLxjGkw/PeWbtcLjfbTQ6xPZ9vX91Ya87n89s3b57uHyTlMadhGpu6rusmpjwbdzqdh6E3xvf9KAu9Ubqsa10Wn/78cHv7ilJCCAsh2XkmUknJlNIAkGPo+265Xr1+89pbb+a5KasLNiG06obhIszXpS6qQimllKaM5Zy3RdWd+/uHx8VysVqtmuWibTvfJ0II54wzLpUaxvHl+ZER4p17Hp5/+P57KeXz/r6qyrqopnneHw/H9nRb3Ny+uvn//e//381ms73abJaLvj/3fU8offv2zetXb531j89PhLOyqY/nM+PMebff77/44su/+vkvtBBmNtEHgqSuqvuPH/uhSyEAIZvN+vn5qR/6xWJxas/vv/ji1//tv19dXc2ziTGul6vDfs+c8ZcIAAhAYoYI4GMGYvuJCBat54L3bd8slgDBOEeYiNE5nyinl0jyHOEinbDTjJlwIQghRaHrpgJCGOWqLChQpQpgxFpjre37vlnWs5u10sAQMkSITDLKqTVGKEkkpZWkMU8vT5zL4ENRFAQQE0KEQuqcMxfUWopIwGLK+ZJGe2HazGxijJgJJTSFlEMMPngkDBkKSbnCxOqy9t7nRI/Hc1XXlPJpNOdT97pueMmAwjyHlFK1aChgP0wu+rqugWQkwChbLBZSCUq4LHzMCRCRUKIUUiZkYftOcA1E5AxCKgBSFhoRkcA8z4xxY6wQPMbEGDucTlLIxXqVQnh6elytVt99991isbg44i5Gygw5E2SMV01DBSOUzNZ+frwHilIr4LQb+1evX5e6mo1hnHnnM2QluXd2GDtvfYiJkEQIzLMlhEzTTAg0VVVo9fj8eDofOGWLxWIy05++/dZaz5ngXB5dmK0pi6ppmtPp1HXtuG76vqtqJbKgGbNHIJRmSoAxRIqUEeLR2WBTzpTPnFOkSJkkNFOKjPGUUsqZk3yxisqQUwSCtm9HLca6qutind3T0HbWu2kYy0pPk53GiV2gUARCyTSNvCVS8RBj3/fDNAHB9XbzdP+o63Lp1oTSu1d3y+XCTLYd+qYslRRSFoRSXepMkFCYpuGSkFwVdVPX2TvIEQCsT2VJhJSCi/O5ywk2u6vzufOz2Z+ODElMcb3dGGf3Ly93r14xQgmjjPH2dMohHY/Ht+/eEkLGYSyawhhbyNIJDwApJoZkXVVuHKI1h+cnSdlqtap2CzuNm+Xi+enzcrkoCn36dHTGTMM4DWNZFqXU7bk9HvZutrvtmmc8Px3/8u2faELMMPRdcC76sNttGOH7/f58PkvJ3717czHp+GBPp4MQ7O2bt//0u98+3D86ayVl79++ZUDNMP/Tb37zN//ub5KPgvC+bzmlN9vrn3z5NSmUxpSj8znCJVQ6hNC3Xc45Wu+clZdMV0JzzlxwoOBjHs1EmCjKWtdVUZRCyGy9lHK73pRaxeARs5Qyeg+EaK211kgpABhrhZRcMCZEjPFHgRYFxlhZlMAwxKS0llIBAhAMMQohrLPe+xACAYw2MsZijJAhxSiE0FUptFpu1innuqoBMcbICHWzMeNEERUXZprsOJdlCRG4kBEgJ5Iz1vXCzFbLIlz4cONCiMMwDv3Udz2lFBCp4ASJMabv+/ZwAEh1UyopYoouuNlapDQRZFpyJVOCu7tXu901ABmHQXAlhOj6HoAwxgqpnPPeu+fnZwBQSqaUIWPXdf+juv2IsyBeHHEXYuByj5a17vW7Nz5FqsS5b+vlQmi1udp1XZ9yppQlyP3QX+wPlJCUktJKCGGtdbPt+6Hv+4v0gwDRUtdlIwQ/vhzatg0hMMZub24545DyatlcXW13m3WtS0pQUMoJU4wXVNlhTjYVvFiW61W5XBYLLRoOAjMjhCEhSAklBDCFYI0189x7O4dgcwo5xHTRViIHQgnlhAspCyTMBD/0kzMBIUvOhrY3w8Qou95dlVrPQ+eDS8mv1ov3X76r6vLh+UFIvt2th2EIMSxXy5CSDTZBUlLF4KUQ4zDMdkrBBeskF9e7zaIp67IUlNRFuVwsXt/eFVJBys45ckGkcp7NbKyxxhRlIbV0wbdddz63QutxGk3090+Pp74rq3qa5xTjy9NzChFyDs4rJbuuddYSgkVZOGtfXl4KpdbL1bJZEMBknZbKTtO6aq43O4pwfNkDhvVqEYK9vtrWVQUhtscjpXSzXjNC7Wzfv3v3s6+/vt7svLUQYnZxUVaLsv7Ln/9yPh9rpauyCN4RwOP+eR46ivD8vH9+fm7Pp6LQIYa+75w3FxHEbr3BDL/73T9353ZZN3VRciL6rrvabAVjRVGZef74/Q8QEwMKyJBRgQAXFIAxFkMsy8J7b51lUpSVzjlE64uiAAJMMiE0QQwxMqRhNpAyMpZSCsFxSlNK3hlnZiZ4dI5kyBCDM4wpANju1kzLSzquZz4YzwSPLhJJwOUf97zW4HKMMSdkXJq5N8ZASpIJb5zkoju30SfvAhLHGWVIVouFt05LGULIMXIhGKXBewSoypIzRimRUk5mpkKGmPpxcM6tVqsYkndBSSWVzJCcsefzkSs5mVkpHnwUXAopBKOYwYwjpDR0HWcshUgZRUqKsgwxcyGDT90wLOq6auppmqIPjDFr/DxP4zDqQueEBJkQKgQvpWRMSqFubtS3334bnHPOcy68969evfLeO+cukhXOOQBcbhV0wac5hxQvORrrzRYQ267dbjaMkrEf9k/PdVkhoLFm7FvG6GXKE0LGmGNIc5jLslgtV8Hb5+dnIRkivnn9miGbx/llf1yv15vFahynw/NeSVUV6tS2UFeF5IIubm9uzNDXVTlbm1y63d76FFIOU9dHdJwKJjDGSDTG5FOK1s0+Bufc5U6XoiSECUoEY4hIAEAWtVRxmixHXjB9ejn2p7MzvhRqt9ncP+8FkxQwxSg5jd6l4Oex1QUHSEqKsi5ThkgAKXfeJ8ghecIucV62azshuJRydbVu2/awf3l+2TMhQoovh1OEXJYNIgkhTP3grbHO1GV5EYCez2etSlVUSNj9w+PhcKoXdbVabNeb5+fn0/n85Rervuu7rgshVFVthtFM09vXr+u6CSGO00QoMsFCyE3dDONT9JZmSCEl758/P9ze3jZVCZT8/l/+bJxRQvmoEGGaJmNtO/SvxbtXd68Y4jAOnz98evPFu0Kqtu8/2U/DMGhZFGV5vdv97p//ufiJamjFGH3aP//Lv/z+q5/+hHSkb4/9MHRdIyRPiTfLRmt1iTUb2oky/PLLL1er9W/+269fvfY3NzeXDOq+7+9evz4ej4SyHz58ZMF7AJBKAED0kQZKKa2bGinJBJkQALDabJAxUahGa+O9krxZLTCDn00AG6zTQgJFM81umBbLRpdFOuZ5nheFzjn9yFAAlJTM00QIgfRjDg0hxFl76ZCAOAwDMpoJUsGHrieEkB8lvPQSeI+A0zTVdW2MsZOdh7HrWsZJVVUAYIy5cOx93ysp67pJMQ7jUDdN3TQXY3sISUmZQ3LWWWudt0op5y3LTEhmzDTNwzzPVVOF4JKPFJBkKIui0gWjeRgxuXD/8cN2d0UY1aUcOJdKp9lcLh0BF4burLXmQlBGSQxt2ypZXAIgQ4bVaiOEcM752Qouz+fz9vrqUpovvM/T01Nd15Qy73wIgXN+8cggIqVsGqfFcjEMw/X19f2nz01VD8MUQ4zRh8IrIXKMp8MxBF/qAoHOs2maKkEmgMa7HFOIuSrKvusIIe3pJARLOa1XKzu5cRqllDlDvVwBZcLYYRwXTZNzjZgJATON0VlGqRKyHwZGKElUIAmZUOQImTFBKSAlMYaY4o9DUPKAIkQek7Ju4giMU0BOGKGcEcgU0RlLM0WfETKlKEtt5r47UzcObjYEUJWl1gJJHsZuv3/e3VxTSkYztu3p/Zdf8Uk9PT0JLXVZEkaDDcHH5/3j0PbNYlmmdPDPHz99arsOKb95dbPb7Sihb+5e/f5f/rjdbNeLVVWX8zjsnx8JUErocrE6HA7t0Ekti6o095+NdzZEH7IqNNdqmCYACDEUWjPGCKK19nA4WOuqqiQEOedlWc92NsakOj89PeXoS1Uggg+WUTydD13bvX739upqq7TMCRLmTNAGxzgHQi5MZEKIOaWL4Rhgt9kQglVZCS69D1eb7T/5EKzbnx6vrq7KotBKNWXxgrBYLCljUnAhGWDabDbTbP7hH/7r9c21ksXT0xPnfJqnP//ww0++/vpwOr29ehd96oeBUhpT+uLLr371q78nMaeYE1wEUwSBApUMBbHBcsEoZ/00MsWBA5eCCPAxAIGEQAmEEKKLbjY5RhhtKZVSwgWfcxaCIskpOJQMKTrn5nm+SDjs7PpzCxkIIUVRICEXlb7WCgB0oZ1zSOFyUxtjLMektWaMAcEMeZomQkjyIUVvplkwNg8jxPT88Bid788tJ9RO88UajJQiIchohOxiSAgppcv9oFxwKpi1c91UhMC5OxACUnJGEkJo6qIuC84QckzOY4DkwtQNabal5HYa9g8P49BDimac+q4/t900W2edLuTx+NK156FvjZkIAWOm9XopCy1VkRNqVTEqOVM5kxDSOJrz+VzXdQiBEAQA7/zpdGaMxhQvuixrrXPucotEipEThhmcsUPbvzw9d6dWcT4NQ3s855Ag5qnrz4eTs87NRgpZlQ0hzLlgRgMZEVFIud+/XK7AK8uSAfXGO+uaqtlubp6eT/uXs3WpXqzavh/m2WcPFMqqAJJdMMZNPnqIcblaHp4P3XlwJkBCQjlnghIOgCE6n0KElDDm7FO03s3eTuPY933Xj+1sppQul6pQRCzL8uLsr6pivVlWhTodnj9+/HOOOefMhdBKUcDofF2UdV1RiiG6lJL13oUguCCEOBeBgo+un4e+Pz8+Pvrgc0xd2xVSaaWkkDfXu7IoOOfTNBpj7DRf9CyCca30j1KgFL1zjPDZuBgyAMmENvWSUjo7czyfpZaEkQiopF4sliEELfWqWZW6SgnKomCULpfLV29eS63P/RAh6kJVZZVyGsY+hPD67dtXr+66qZvm8e27N7ubbTu1x/6UCdrgpVa6LENOPicgmCBnkl10PvjlcjnPpm3Pw9T7YM/dCXK08/xwf++9b8ri/bs3Oee6qnUhlRTNesmleDkeqWCjMcvNlilNKB3M3I7j7vbu5vZ2Dt6EkJFe3d5Uy+bx5dBPUz9NVEgmCxlShAQ5Z6EEEMAMKWQXvFQSEY7HY1EUGWAcxgJKLVSMMPdd5OoCCrRDP01zyun1q1dEq/bl2Yegy5ogG2bTVBqQhpwpQa6k1ppzboYZQrzkzQMAEiKE4FKklITkzrlLtSKcXYqZLrTgfBgGoCTkRAVjUjDOkZJXr189P3xerTcPD5/X6/XT8+Nqszm1J87pbExMUWvJOD2fjwBks9k4ZxApiVkIITmd57kqyhh9jJFVxe3djS6Lw+mICIQQQmCaJgtzDPF89t3pKBh7/eZOMEUprXTFi4qL4yXldbVsKEJTyvQh++DbQ1ea6vr2llBalEVKCRCcceMw9OfBeWensWyq3W4z2bGq6mkeOZOE4O5qG0IUQiBisM4B2slkglJmyNlaa6ZpUdWY8uvXr5xzhVKEkK+++qo7tzE4JfnNzY21M+fy4f7TElZptco5UkqlEmVZBOcFZ4zR5XKptBSCTm4GQr33y9UmxEwRJGfH41FdVkTw06nr2u7duzeUUyRkstPh9HI8HTfXu+PxWNR1vSgZFUIR6jERzwwntM7ZpRRyjjEEa0zwwVinigWhsw8yZUdZIlQnICkmpWQkjErMPvjJtH3bjd1mfYUUKUMhWIi+63tCyfX11d3rm4x4Op1Wq9VkzOl8VFoXWu2fH7UuOCGcOlaw0oQ3b15fbXfd6dx1XYyRIEghhqHPkLruTCBvN8sUw8PD/cueMUa67sw5DTl9vL+POfngwhiBU2vdYtFwLpbLZUi5rhYppIv0w4X47bffSi6UkKumlogkpNP5ZZ5nt92+ur45vhwKXX7zzc9Syr/7p98+HfaLqvn89Pnf/Jt/K6Q8nk/r603KuZ+GdbEbpsEYWxQlE0wo1awWpZCIsNmsvPWfP3yUX8qiLOi/njqRUkIxZF831XK9eHp69t6nlJarZuj6Dx8+viGYc/706X6zu66bZVGWv/r7X/385z//8ssvHx7ub9vu1dvXd9fXv/nNr//u7/7uZz/9OsY4jsN2c7V/eVltNiy4SAiZjCUUss9aK0gQfKTIgs1mdixTDEAQk4tTN4YUttdriNmG6dyfr7e7xXa73q4uV/5CBMJUAMoUzSG3x7bZrABQKl1VVY5JKJ4xUUYAkhT0dD5oVV4slSnk0+kkjW6aKvnIOFOV9C/J53h+fnp1c9v23XK9bpaLjICUIONU8JwiYAIK2+vt/vhCJQNOQvbTPJ7bNqfknWvP7du3rz5/uO8Bnu8//+IXv/z+j99VVaWkCtYfhiclVV2U7twLwXPOLoTnw2G92XRtV1TSGZtCJBTfffH+3LYxwmp3LaUYpmkF5M3rd+3YKykAki5kSCC1/ukvfhmjnyaDKecIwSdnHUXmpslJhcHKDMdzywl0IiXIgDkE1ywWz8+P6806ejfP02H/9NMv//80/VeTdFmWnomtrffRLkN+MmWpFig0BsAMjKQZaUYz2tj8YF6MkQCaBnJaoburKjMr1adCujpqa8ELT/h1RFy4hR/fe633fZ6vpCzev3t/fXVVMEEzur242u/34jxXC977oNSBc5EgEoZlKYq2nMxszPxys1qsOs7pOPRVWQSfGKsIIR8/vN9u1y64u4e7+/uPX375ZVFUMcHbL758fn5cdp1V/Xh46nf7q4tVcObu46ery4vZqIxQiMnl+PnXX/ngn04HItmXv/lqUqosCw/+9sXVp0/vKcNNUe3752HunTKr1XIYj5SRGHMK7vD8iUspbJmTjmHWZcWZoJipiLbL9bjrqSyMdiHDv/uf/+fVavP0fCzr6jicEGAbAkP00909wYRw+tvf/MVxdzgdjt266097KQsh+NP902azefXqFQF0aA+f3n8si+o0jpQQhND19fWkxtuXL3ghP3x8//j4cZrG9bYx7mQ9Wi6Xgxo2V+vt1aZZtLvdIaVUlQ2lZLVaPd49VlJWsiSEaKG11pjyl29ee+cur67GcfTUJOto8O///G1wTsriH/7zf11cXHit//Uf/7DeromkLz/7LOWAcvr+2+9+/PDzze110zSE4hR8XRc+6MubV03bDP0QcwzBnY7H//aHP7RNQxC+vrzquiUlvO2Wf/7h+5vb25/e/bS+2vzf/7f/xz//8790F6thHuq2+vjp45vXr88ZvM8//7JuO6Xmr77+rdJ+HIdZ67/5n/4nSEnP6KuvvjrtDwUTQz+8ury6uXnx0/t3i265aBZFUXHO3r1/j6kg5yCts+EcmgQArdQ8zQghQXhKOYSAMAghKSYhBshAKOGCCyEwo/nMts6QfJyG6RxQlaKMITHGIYOsq7IoU0ze+7IsGafzPJ3bmSmleZ7PiGRMUQREGQ0+eO+D9d76GCNn5JyeJIxhSjEhCSDE5KPDGM3zlBEASgBAGAKAmByT8vmwt95ywYuixBhyjBjlQrBKFtFZpZS1zjsXvEcIleVZ8x3medbacMYRQt57yFkI0S269XpZt7WoysVysbi43F5cVnVLGYcMSilKaAjeGhNDuL+/J1RYa8dhhpwRJSF4Ssg4DgSTshAUI4KhEIwzMk+DnmeMgROqtTkd9847hnEpS4pxXVY5JUYJw4RTpqb5rB1lnHvvMgLOeQj+vFR2zu2Ph9PQc8aaRQ0EpxSLsnTOnYNKmEBdlWUhASUXbFHw5aqrqyp4b51TWk/z7JxX87haNG1XL5aNs6ZrW0poxjikOGs9W+O8MyEkBJTTyaiYo1LzOE8A2NtwPPTjMDNakMxqXpWiNcplj7JHkhUoZYxyii66WavRTKOZRqOVdRog+eAY54hhVspy2SLBqBCzVb3qKadKze2iywBFWYcMjHOlNKWUUqLVbLUyahSUrlbrqqrGST/u9hlgsV7xUvoUfnz/cz/3x+E46HHSs0+hW7ay5EzQxaJdrRYxhnEeY3KEUMxojLFpmvV67b0dhmGeRkJQCGH/vJuGEWUwSgfv+9OYUlq0SwDggn/68CGEtHvev7p9UTK5bFqaccnL5aITQqQILoSUM+Vs0jqlxIVkjOUYrTbzOJyOJyHoeTJNKVZ69k4vl8vP3rw57g8ZYtM0RSFyzkap4+F43O3neXx4vn94uL+7+7A/PDd1uVosjvv90PeUECkKp808zv3x1DWL29tXi271/t0H7/319dVxf+KcSSF/+uGHuqkxhoILxnlTtSmEsZ+en3YUIlhtGBPO2LatAAEgiDEAJMKhaMqzcgIIUM5DCM57AMgkc8GE5ZTSDDmFfI45nfbH2+ubsx9BjRNGCBBQeqa84JwzRmf2cQaCCWcU0/44cs5j9OcpHed8dj4lyBkZZXNIRVmGEGOMGKMzthwQJIgxBCb4pGdMGCSglAspjTUQoavrSSuMcV00COOcAuGcS44pWW43rK26zaopKymlrCuUU1mVXGlZynEKlJLNao0ZxSkzQlGGsiwzy4fDwTgbIQMCFyIhiBcScn56elpt1ihDjmCtO+u2tNK73W69XlfyrKvIzrp5nFJKmFGRRI6JUoIopZQTRIILqp+TDW4243EwxiIEOebT/lAISTGUhVDzjBDKKVd1tdvtMMZlWQ3zVHBR103fnwgh0QcfAkGYYRJTTDESjCVj0XmEkGxahBBFGGLimJSMM0yM0uc0pNdGT5N3hkgJhEZMng4HzGh0IWNkY8LaWO9P4zgrJSRFhCqtF92Sco4ywhkw4LpsOCcMM4ZY1ZWQT9PUxwjnGat3UVCRUkw2mjhFG5x2vLCEcUa5U7ou6hADUFQ0crazdFNA3kdbNdXT89PL5etJTVUpD/2ho+3zYd8uOsKoCw4wHQfF2RQzQkC8d6e+Xy5aKpmN3qH8+W++7LrWejepUTZ1ItBdLNEZWCBLWdQx7Rkt6mpBqTCzDjYQQllJBRP98RRCwAhjyP1pp7Voy+a0e77arMfhVFdVXciyrBfLNeFFRARhsb68lZX23j8+P2WCCcJqVqdpAJwxRlVZ/PqLXyHIP//wE0J5vVmuN5vt9lI7a5S29iiYaKuKMcop6eq6bUqlpt3TY9+PKVhZlMtF0xSCY+SUvljd/PqzL7TRu6fnD4AhpIv19r/+7X+9vrkhmBtjmrbtT4cXl7f748FlTzD0fR+9P89cfvjpz03dfPfD91999dXNi1uE6enUPzw8vHjx+vd/9dc0+BBDrAo25QgIIOdzNaqoS0AAGQE+w0ohhJARYIzP6HpC6S8skBBjjEZpKaUzNsaorW44d8ZgTgGDNW6ap+12jTG2zlpr66rGiNVVizPex2MI4Zy/xvgMxU9CyJTg/NRgjAopYoyUMYwRZYRg4IwQSuq6nKaJcR5zopw3TYknEmMsimq12mino0tCcEwpcEo5N84bayBDUZaIkIxRVTfOauWMTwEFb73LABlyfzzBeQJPKUIIJTQpxRJHCBnn96djUzdlWQNBWmtIUMlCCmmVjs4XXJRSrpfLEINV5nxTXXadUcpYW0hpUn46PBrnVovtdnuhjY4xFkXRNa1gMvlklMGAGEKn42nRdjlnRikAMMZTTE3b7Pd7nyLhFAECgHmezj0/gvD89BSs45RzwnJK86yElOOx9ynGmCgl4zAc9wdvnbMuOK9jWr14cVZLBB+61SKhxMsSjwMGYFQyWa4vtvWiE1LM84Yx+uHuA6Hk5auXXbv69PGD994nO89zVdWLdokQ0mooRLNeLc3k5KbYPT8CScHHMwwMBxSijyF6G6wxVClCec4gmLy8vEwhE0IIoaf+kGnCAgODTFNCMZOYSXbglDOIER8cYUQImSl0Xfvxw4fd8eB9KIqiqIvSSyr5NA2zVUUnTbYF8f3YBxS96mc1Cl7kBDH5/Wk/G5UzLJfLFJKZzePDIwAglIWUb96+GfvBWosQev3iBaPITKNAdB4HQlBOSasJINVFmRFcv3p1GIbVxeV+mOuy6md1cX1lgq+a+jQMKSUpRQoREjw9Pr16cfvF559ba7VRzoWqaharTYjx8f6xLitKKc4QY/TBHo/HlMNisRBCOGsfHx+fnp6ur68ZpQRQfzp+uvvUNM324qJpmid1kGXxb37/e1kWQz+n4/G3v/vt8Xj84vMv/v6f/olT8fD8eHVxKYTYPT8IUb1581YWcrvdppyttwB+tVoG7wvJrHU0R+BMEIGFEAAQQyKM+OBb0UIGrdQ5Zxlits5yISilGCBHyAnljM74+RSiC76THaHkDAtpSMcoY79s73KM/rzCwIgSJgrCIENZ1sknSmiGiAkAgrIonHM5I0yBc+4cIIQBQc4IY1wURYZfZBxCyowRIUzWFaHIhYApQZRT6oz2CGfAhBM+upmQkGMsMYkIA6WQ8dxPzlrRiJyjNUprTRgLOZIzCxshyOCMPlukkvVaSEo5ZbSu6vMKgFCOKUsZAYLFYlWIwjl3zq68+/kn58xqvRa1fPhwP1nHKEOElGWpZyWkBIwiZKX1Gdk3K304HSljhWzqakHRZLXjlBWcl0JY/XBOmtsYIsQE8QzqOBu3Q4qYkJTyfr/vuo5SSgjmnEshp2ny3jHGKSWcc0QxzShjQJQ0bUsZS5BTSlJKqw2kRBCSnFd1VVbVaRwQIRlQ03bzrDAhCFNCck4oJ0QIFVzGGCjh0zQ65wihmJBK1hgQRoxhUjTb3e6p4m2O6OWLl976jOPptBOyhJwAIs4YUoqQU/IuZIwdwjSFME3SOyekLGQRwYRsAsqBBKNPiaXZjazEKQdRIp9MUQtRMqIhzq6sC1EKa32C6LxpmnpJFqIQsxsSC13XWWciTRZMVRXOW2XHshKcyed5etrfW+0yBCmFtSYYr2fltOFCPD88v3nx8rDbr1arEEKGVEgRnW2bUhQ8pZBSCMHFKAAj61xd10qpqxcvjXM8hMf98+/f/Jvj6QAErNMYw3K5nKeZAOhZoYybphOFjydUVDWKIUEWlKCMY8o8Y2UdD8nHlAAzXhRlzdhZcJ/nSVnj1KxmNW9vLuplx7koisJDnqzBpVjySwA4zvru8eHm+anv+2axHMahWbSlED760/5ICernASNMBdkdnt+9fzf2c1O3v/nNbxhnwbrxdKRWaUQJZKCEZJ8AABBwxnNGEM/VBsYYOV99pRRaY0hwBk9CyhATpIwQij4AgpzhTMoHBIQzISWkLLkUklnrjNFFUTBBg8s+JEax9VZIgRAqCgE5FZJrGxFC0UEI4ReEmc/Be0IIJdRaq/UMUCGEvLMmp6qufHDOe0ZpTsn5YJRmjA3HI2U0ppgTt97GnBjnVVMLwsdTH50vChmCU0ppa27W63EaqeBFLXPOOURtdFWUzlnjAmOMc8HYuqrraZpCBkSJEOJwODDGNqs1pDTsTznn7XZ7e3XVT/3H9+9vbm+NMXVdpxjHfrBKUUrrqnIhxhSrtmlyEyDNWk/GLpjksggp+5itc01RxhgxxucHVsbIGIMpDZCMs/3xBBj9cjBZLSFlxijGuO97TpgUoiyL52+ep3GUUq43m8VqiSnhnJdlyYU8py1moxDBXdftrB2GgRLadm1d1zElrZW25kyRCMNklZWHXkoZnFfz3Hb17fXtOPYEk8N+/+LFS60ViYRvBaT0ePfIKHvz+vWPP/x0aaNVkSBW1Z11iooSkxyMOt83zuAyOJeIMyCUMYr96WCdlrJwdYkwCslZ73xqTvPAKxKQLRqRfFpfro/joSpLH412Uz8cl6qjDAtRABQ+aONwzF4QKipOOE7EA4/DNI3jIQSh5vHp6cH7uSwqLgoXNWE4oRCDHYdTI+tV202YrFar+/v74EPycbvdAMohhBg9Irjpmroqj6eDDR4TJDhLKWind/unsqoYxjGhY38c5iHmMHsTZ3QYekQw4xyBOrvFP376OA6TtgZx+pvmd0RwNU3ERSGKq4vrsiysdS544f3F9W27+Ek7f9ofSlncvni52VzM0wQAVVmVRUEQDjFQwbt28eHT4/fffy+KYr1ebzfbH6QchuFwOFTFA2dEjeNisfz08cM8jy9fvZzGab/ft217++KaCpJ8jj7N06zVLKgUUtDgvcAYXM4hm9kUVQkZhCzGYVwuOi5EyhljOJPvEQIIEULOMZEEBANGv1T9pZSQIIbgghdlAQhCjAijYC0VNKWEEHjvz5wFQpD3KQPM8yyEQDhzLqxRAFgIkUKatVVqWi2WGFPnXIiR50wZ9c4qpSTjpeAZgbE+eK+0IRgzLoxxPkSMMSXUWYcROc97Ms6YEsQQIDg/0ShG3phJ6xCj9cF4G3LyWsuChxCj8x6SrGtzCnUlz0Wvs7/zNA7MOue9Dd5aO8+qa9rd06P3Lvo8j+pyfSkY//DpY84ZASy67kFrrVX0/ozPDTFAxkIUTdO4GMpVl4WQXGBKMCXtYokzFoV4+PjpFyWk5KLgPjlR8gghpPTw/JRyFkWBMeaCE0K61VL1Y9/31hpKCWAcvHeAiqKQZeFi1M4hSmajz3zA46nPAKehpxnFnM9RAuELpXVbSlGWGFDTdhjR1Wp12B2lEHcfP2KMx3EoBRdC7p93hJD+1H/2+WfjOJ4Op0XXUUSjCT77aZiDjikAY/x46OuyccGu19tpOiURIRIIZ95dPN8rAYFRqmoKNaiUI+TovCmEdMEkjHu1d8ESRAJuvLcYUSIh9Aao3B+fXbBc4ggecGQFE0KcToOJoI0J2AGJMYf+NMTkp75X8+gsCc5UApU0cxyoSM6MBJhSRx8mBJ4zXMlCMFqV1Xq5IoBWq6VgjAo2DKeEwEUPOBPJTnNftkWzaItazv3ogx2mA2HZhDyNUwihLAVQTDgruprsWEaIF5JLDp6GlK6vb7/6ujsOw93usWjq9eYCYfynf/1Xxoqqbuu6LiEao/vTRLjgZdGtVowXepr3h+M4jFVRvn37+f/+v/8/53FigpWifPf9z+exV9O0p8MxyPLq4uZqtV7VLQOcrKtlWVTl0+4J5fz73//+v/23//b67ct/+/nv//7v/36hO2OsN55TllLoug4SasqaCiE4p2cXjrVWlAVOyHt/OhwWXYcJCtFb54VgMfjZupQgxohyRghRwiilBCGKcdd1QAEhxClr6/oXWQ5CAKBmpZVer7aEsH4eRSUKKc+JFGVNW9Uxesao0Q4y7lZltMJoY6aZLFeCUZQySufERNI6IZSZZCUrc855BG2UUYozhuvKB48hUcmrsoIJMoBzDgguZYUwcs5BBOdc13VtWzvno/Pr1UpZ5WZNKdHOREq8td67nPO5LRIRDjFhxBgVKcZpmqQMlFJrtRCMYhycPZ4OVxeXxthx7o/D8+3LF8vlsixLhND5jxRFKRZ8PPUh+IIQj4Oypm6adtFRKTAgNY5DjKu2Xa/WiBJjjctRQC6buqyqwugEWArpQpBSPj4+NmXDCTXGWq0JIXxbSCnqulbTbJ0DhDabTV2UZdsUVamsttakFAAwYzTkNEw9ZKSeHwtR+ORbwQlGIYbn/Z6WHACGaaKUTWq/WW8xxozSlEJVNDmWnHGEs1G669rNep0ictrv9/vo0+3lzYs3r722Z7qMEOWiW03T/PLitldqvV2HkAEwkBCz9cmhlCLE8xFink9VxWO0nHGKkVWKIawny8oCY/A+oYwa2/THXnIJgGUjicSHw76u6ov1ZbdsnDOAIiYR08BlMRk7z4EKxlAex15y4oJOyY2jC86UovDBhhhKlOZJ5YhPh+cQDGcE46SdEpSP0+k8FNuuVsfDsW7q3fFwfX01TbMNgVKaQr68uNxeXGI407VIvL4hhEQfHx4eLy8vFsuVTwERLKQghFjnog/eB5xSSueqgNV27k/H/X4fUnTObVbr6MM0KK01l8I5Nwz94VBiRFNG52kdxTjG7FwoK7zdbj98eF9V9a9/81tBmWQSMh778eLqKuc8KaW1JpSu1+vD4z4EsP7UdcvD6djVrTG6qupFt3z9+jVBmHPutAspzqMSQqAERGA82pnUgkrmo5eVPB0PgKCuyovLS2NMIXgpJEfs/v1DKQoMsFwud7tDXbcZI+McEBxSstaOw2hHzThdLhfRB7AJAxKMP949ng4DRpRSbq1tm9a7MM56f9whCn3fz0aP4zyNihImKD8+HOw4FoRcrjZmnNuygpQxyv1hTxlBKTPGhJCYIOuNsaosxMXFmhF02D01VZFSKCt5Go6THptF65JnJT2eBgBwLpzxW8/Pj/v9Uc+aQI7OVZgfH5+zsqGfG1bYSWeXcoDxOKYIAJgRWko59j3GhGNCAdl5svNUCs5I9t5c36yZRKdhV3cFr8RkZxNtRoky7p07nk7NquWFjJCVNQmyj44JJmtJCzHs+6hdJSqGsNYaCD4NR1YW3Xq12q4SwrQoMibX17d10eWANuvtl2+/rMvmeDgRRE7708Onh92nh/1+v9vtCOVv3nz+4d37tuva5ZISut89Ze+sVnUpq0q++/Dz+4/vRSl+/btfv/3yM17yAIlKWi8aKuhivXja74QURVVM81gU/HjahWgwg4zzpIaUglbKe1fX1dXlrXfJ6HB78+qv//pv6qaLKaUcXLQRp+uX17OdJ6XffvaFEIum2tbFJc4dh64uNq9efLXsLhFijPBSimk8rbrG6VlQrMyspllwqSdtZ4tTnvuBY2zU9Onjh1mNhOMIIdNkk1luFkUrgaTd4TlBckHPusckjuMesndOnQ67h/t7b+1+tzvtj8GHpm3axQZhZkxSs/70/l2/exwO+6aW0TptFRBggig7FiVXZnp4+tS27XqxerzbPX16srPnvFDK5oQLWTEq3r1770KMifiElYuvPv9Kts2//Q//YXlx8XTYE84RQmM/CMYEJmaaHj5+QDl9/tXnNthJjc7qv/qLX/3hn//hmz/887/+038fh76uyqfHu/v7T493nwSn8zR4ZxCk4bD3aqYYqrKwRgNKs5o/+/KLN59/9v1PP2FKfv2b31LKy7L2OQ9KZ0ZZWbKqVt7tDvuI4mq1Kquu6VY5YTW79WL78aePP3z3ZxygLmpBBQBwzomkL968LpetQ4kSiiGBsSrlRAihjJ3XjVVd9rvTfJq8901VM0IxAsm5tqbruoxRzijnDCkvFosQ4+F4ePP2zXK1Ouz3wzi+ef26LquUUlO1AXJVEgC4uL7KOdOz7G/MOUJdVXVVTTEhRJwNy0WtppkgklIkQAhGQggfnda6btrhNPSnQ920gEFrrWaVYiSAkg9j31d1tXt+Ipjun3cZYcE4pOit2z3sYsrzqMZhOu6eccovb2+fHp7meX77+Rs1jh8/fbq8uKQIW2uncXLOrzbrKmdZldropmnUrMZpOhyOspJN02yWixCCMUapcUq5rqsEWQeDBFpulubxSZalnOdxGFMcr2+uGWP97qS0GoeBIowJlmWREcSc3DBKLlaLheDcahVChBwBI+eNMvPyYsWrCnMKGXuXABAG/PD+rijEdrnY7XbHp2dGyWaxcsFbb511c+6H4ZhS5IwZo3e7J0JwcN5Zc2aZ3lzfGGs45w9Pj0UhL66vikIWZem951xs1psLeWu9648DIYQxJoUM1oUQy6KkjA774263u7y+Wi03QshpUtM0S1mUjC9WyxjcYRj0PJaLGghwKbiQRdUgTMtyIURVFu3Nm7enw0N/OmzWlzHFEJXS09Xl7TyPCEUAzAlDQIL3ECND4JVWVicfjHUYA6J8nsdp1m3bhkAT9TRQhAjEFEOIyc/WphRSQCnkELJ11mjjnF4uG0Oxt7Z3DjJGiEIK3timKphkDAnncj9M15e3Td3mjA6Hw2K1EpIilD99/EQZK7j87de/K6oyhIASaqrGx0AIOR364CPEVIhSK7t7PsSYi7rOmBz//N1nGQhC8zDcf/hIMfn6iy8uN+uqLO7vDrwQCHNlppxWN1dXn739fJwmlFPysSoEIPT09EwIQSHZWS+a1hqLUq6rarFYCCn6U88L/rh/+Pf//t993Q/jML/78f3ty1fbi4vJOOPtanNxd39/8+qaYvLdn799eXlz7A/NajMrczicfIifvflcSLp7fPjbv/0vv/rVr9YX29vrm9kofzx+/PhunPXvfvc7XFcNADgTJBdn5DwAoAwQYVbzOIxaaxescRoynIFosvyFoZhCstbLSuaci6I4F5YpY0IKF3yETKVggnaLhjKMCaIUF4UwWp+7zM7FoiwJ+kUPa5wGjsZ5VEY5a2OKMUZECQCklJzX8zQ4EwilOSZCGGeSIloISRHBgBfNYh7mUhZ6MlVR5RCdsQzh6dgLRKIJJRPB+3OhK+fsQ0CAlHOzsbwsT/Nook+YJIRDTjr6jFG1aIGSdPauEpQJLpo6E6qcJZIDZT7mBJAwIoRVdQOcY4whguSFFAUmRAix3WwwxjmlUsjFYlHKQghBKc0ZTdMUomMMEQqAUo4WYkAIQgje+3OCGzIQQnPIVvl5mI1Wdx/en3aPEJzTsxmHHD1OHqVQCCooyd6hFBnBFP+iYp7UdIY7lEW5XK/rsumabhyHeVaMsrKsKKXGuZyBMMYISyGN/ThP5vnpKGRRlBXGpCgrIYqmWaxWK8b5w8PD08PjxcUFY2wY+of9c4bMpcQEKWO0NS7FjHGERBi1wSKUQ3QxesaIEIXRtmvX69XVdv0qWkahK+UFo130JHgwxkxjn7PngkZrUIo4J0pQDC5YbdTsrHbeOK+N1dpoq2fjlPMmRGeNmtTUT8MwD7OZnNXOae/teDriGAXGAlEKKNlgJ2tn71R2M9TVphSrsbeb9Q3nDSZsVhphxDlbLpeU0a5tq7ouqwohBBlFbwWnZp4oAjMMfhybuoSUgjUUcvLhx+9/MPN4tdmWnHuj3TyvuuZyvYLgzaxzSG/ffCZ54a1Xk/EuVmWzWm2uLm8EZnqcGCavX7xs2ya6gACCc9vNpqmqsij6vt89P6cQgnOM0GAdw6Qr60XXGa2nftD9tGiqzXrpnLm83GrrmOCIoufj7qcP73a7JynYdrMmGLw1JENT1VVVjuPw8PGDN8rN83a5asvaK21nRQnCECG6IKsKMqQQc0ghBDUohFDTNsZp772zLsZIGMk5eusIYdM0OedCCDxxAOi6LqecU2rapu1aAJjHKXrvvS/aZt7vq665/3j/6vXLx/unl69exhhTjJxQY4wxpmkal9KZVoZQJgxXbam1Pfs+1+u1tbpe1lUZ26qxzgvJecdRAm+8064uWslksCHYmDM0ZT2eThATI7QoSpwhp0gY2263DPA8T2fGrHWWS/75r76iUmBIhFugCFFMObU6uBgIIcZZ411d1GVZ5pwJIUqp02lYbTdN11VVJAQb60RZICK8DRjRaZog581mY4w9o7EowlFIEFDKwhijlFJK12WDIR+P+3MPHVAgFKccEM6YgJSFN874ua7aM25znubT8Xh1uRysvrubMcab9QYjcNYAAMW4ripOBRciJbDGlGX18uXrw+kQpnG1Wq23G4SQt2b//LxcrbqmG6fhuN8755frdcaQIM39OOnnumnaZoEQOhx3KGOMqbOOAKKYsKbmnAHAbrcLLr58+booC6XUNE2M0ZJIWRWsEEyyfuqZ5fM8KTV7HyAFiBHlGKxdLBbDYo0RW7aXq80aIscE+v7IWcXJjEnUZhqmIwBATN45xhnnjGY2ax2iw0AwRs+PDwghjCnG+BeQDEDOsayldcbMJkbAiCAABIkiGE4nwSmnDOXsbZpnTbLo6kVddfv9Yf3ray38MMwxgpqnDOl46A+Hw/5pxygzRt3c3N7fPd/f31/f3pxPEDnE3ePTqumCdynGH779DiM8HPaQ0maxevfxQ102ZVGO0wApMM6WfEExyTHFEJy1x9Pxw4dPTdMEF3e7408//chJsVgsnp+eMMJqVjv2DDF1m9Z71w+D96Gt68VqeX9355xr2na1Wl1dX+1OT/vDsT8Ov/mqaqp6PPbTOImqFE01zvObt2+//e6b//Qf/wOmQBn+6ZsfTAyr7YoV/Hg8ffj0PsDVZrm6vrr+m3/3+//+T//dODeMY910nPMY08cPH+ncz7KQxriqLIPzWhnIiBASYqjKShbS7SwAEEEIw85ZSvhxf7q4uNCzij5Ayv3xRCk1xshCFrL0LlBGMKOI4GmatNZtl3PIYNN0HONVss4SQiBnSinBJMdEKa2qKoUAIa+WS86ZKCVImoyetcIYF001TVMJBOWUc94/PQshGBM55t3xYJTerLbeJufS826fI0CGumkYYz6my+VCKx1jcMYJIRpZ7vf79XbFqmLqB0mprMrT8XRxfWU/BWsDALSLVhaFd1ErxRmzVtdFmVIYx7ksS8bEarWGnAnhOeRCVsYG7zNBNNgACcXoUcohhBD8NI4pxFFpYyxjlBPWD71SSmt9tdkKLjCGlAOh6OLiAjDCkkvJ67rxLmqthlkTzAghk1ZKTxiBmefb6+v90+7p+eGzzz4rZNH3/awUIORDBBQyIhmRWQdMY7dewHCq22692mACT0/PlJLhOOYYr25u+uNRK+eDIYRQwhDhp/HZ+1jX9WrRNYuWUJRSUuNMGiQFzxCHadjt1Xa7fXF7nUK8v//wWn7etg3GCFM0Tj0hiDEiChnzeR7n5nEEwCmlglBJ2e5pX9XlNOhxfCe4JFhI3mKCJ+y6WpJVrNtink8fPr0LXhujUCbRBjMowngwHjDSswaMyloCQmeUPgZ0HocjYPM0Wue9CzFmhAg6H3Wjr8vKWT1Mo6BCioZI0TSrN68/L2T5/zv+w2p5M1PFaHU4nJzVVVleXm0vLi6SC+fPQl2V24t1itE6Rwipqjomr8a5lLKpyqqUx32s2nK9WjqtmrrmnD8+Pf3xmz9cXW3Xq5YC3N/dQ4bVZr3dbDOgb//0nffxV1//dmUNYULKZyGrru7+83f/r7/5t//mdDz+y6d/xpRc3dxgTI7Hk9ZaCL4UXJQFACitvXMhp7pqz0DW3W6nJ80Y8yYM01Tbpl0t7+8+NqUsK4EQfP3rrz8+fFpfrEjBbfYqmnq72N5cUkweDk/riwsiedt1w6zunh7LtllfbLbbS6qVIZg6Y1OEGMJ5Z8k5PweEtdKTmuq2llICRmpWjPJpHM9NsvM11Wrtc845G21ySoQQ612/e/beX19e9X2/f3puqvpwOBRCzOO07DrGECGEEYwAqqoihHDBJRfRWEIw4TTmhBEcTnsAQEC2hJxBdfOkm6aBnPvjiRD28uXLse8RIoyLDEjKMsSwXC4BQdsugGAAYFIwKbx1WmmM0axV3bZAcI6pbttfdqUp+xgopZxSihkEUL3y1mOMKceQMmesqmqtFUQJhLRtO89qOA56VnXdoIznYSplVQjpvReSO21O+4MNoSlLRlnf90JIAGCUogyYkBwTxRhjHEMAhGLIpMQ+RjWM4zgihGY15pxjDM45AHQ4HKLzTVubua+rIuTEZVHVtdamH4aqaoz33hvrTNtFJiVCaNQajywBWi4XQsphGJ6fn1eLZdPUkMFbm2MqpZymACmFEAjBIYTFYqlmNQ8jQohzOg+91fPldlOU/O7ubp5OKWWEkyx4dImQAClihK21Gaj3oSxrH/xhvy+kEII2Ze2URgj3p6EtKjOZzWaNALVNW5aNCz4GxGlRt5XWum0bbxUnheexlEtardTUW6uneZh7VbUEJSSEtD4ao2OMGZ1Dv+cYxS+ZihgdAGAgmOAc4vldSdGbaXTGGmO2q4sXN5eC1QSLqlwwKlzIatLGOoTQOAycESG4cy6lsFi2lHKt5sfHJ4wplaJuau99UVdOKyZoWcm6lKWg43DSakyAD6dDt1zEGLmQr968PhwfmSKQEhEkxjxOg3G2kJWQBSaRUf78dKhbdrW9qkXz9LhDCFHGRCHfLN5mgn0Mxui6a7YXF5RQ51y3XnHGPn38OBgFI95cXXApq7o22qSUQghlWXXl0kU/DYOoi1cvX+wfnzbr5f758be/+ZqKarVarNYLxrA2aVaj4Nw6+/0Pf04hFKK42V6qac4pUswwIMoJE5SjdA4WJ86llBJzgi2e59lFlyEzzlyw57w1oaJtKgAgCMmy5II3XXdmnATnAEAWggD1h0NGiFYCITRPc9u22hqEMEKoKgrIUMsSEJxOp5e3t5CSmzUAYEr0aGhBg3WUYqXUcrn0Lk7jWDdVVVfOe+Bwc/1CKeW9xwIv15tgXUaYlbLqGoRgvd2G6GKIOBFRSB8Ck9Qpx0sZnfc51VURYp5PIy8lJsQak3Oe+hkDqcvKTMoN5vHdJ0h5tVkjxqLxDCNRSq/nFIMzliAcXdCznocpaE8SopgxxqLznFLJxBkx0ApxtloQQsqyOEePzmwLMyuEUIrx6XFXdy3zMSUYpmMM4Xn/rLVBCNV1RSkK0VDKEU6yEKUUbcPnaXLeNU0HmAzT7FzolrKkHBBRxpiQIkKMCmftZCwXhfNBqZ2gDAHRyiy6jhCSQqaEV1U9z7M1ztpACEEE5xwBkjHq48d33aJBCKUcQrLTbPaHR8l5WUpn1PHwIKgoi5YzqmYzHg/dYsEYLmUBMTk9Y0wYwsu2Tt5jjPvdDt28wBGcCYBx8LBer3/44XsEcDweF7aBlAiQySSMYwhUkOWiq2kuSeUGtj+NJ86E0S77HH2iiCOgGP1iGwWUAQASAEAwiWJCMOSUQ8goIoYZYHL/vFuv10296LrVcn0hSHU6To+P+6qUgrNZjSHl5GPdVIxQLljXNt47yuh6vXz56jXGGCNKCGsXq5/e/aiNTimKgofkJzWd+sPL2+vD6SjK0kc/Gf18OpRlfXlzEWnQQSMEL794Awl5G4Z5lrL+1W9++/y4q6oW4JERtllt66oZhuHVqzcxA5fi69/8ZlLzOM9IMEaZrAoAGLSiUqy3Ww/5BX1dVeVsZqVnUUpRFqvN+vH+oaqqVdcpZ7/94bvXb1957/ePd9fXV//4j//w+WefP+4/bZdr5L2zZvfxkz4cbq6uCkz2n+4bIU8Pzwihhglq47sf3h3KB0oZo5TGlIMLMUfKSUKAAWIKMXnGWNd1RVVqpQFQWdSQc7taQgRCiJQSELCKeauj5N1mAwimUdVt/fLNS2e9mQ3GOKZonauK8unpqZTycDp54wspIcJwOvmLCx9CP89SSsRZzIlyGbNNgIuquri5TjYqpRJkVknSM4gQUiyqUu33wcaqLa1hp+Mg6yIjKMoSGKjJnk6nru2kLE/7Q9M0Hz582K621vr1egkIEYKdd8eH02K5LKsqDKOQIscYfUghoAwpRKvNRGhVFmqa1aw4Y1obQhjkzBjr7ZET6ghNISIM60WHCXl+euoWbQgOA1ovV4Tzj+/eGWXOmExjbCEKY8w5IepjDCHIsrq8uhZC5Bhi9JgAYbQoimkay7Ji3seMqqo4f1MSyN36iu+eQ0zGOOf8crksy0YrVZQ1L0rSj95YM2tUY4wQBsQZe97f98fxV7/6VVWVu92OMbZaraqqKqZZSpFSOivLOJeM0OOxf/P6FdlcPj3d13WDEDrs9h/ev8+QrDVd0yqlp2lKKTnn7h9/WG+vEEVScllwH1wIXkpxc3P77TffCMoE5dZ5TljOuW6a9XoDiDAppnHGiDw+Pn1W1zF659zxeKiqBmNSFi0A5MQLLg5xqJqScEZklVG4f3rS1mcMddfY4M4niPPBIed8hicnnxzKLsQcc0yZYFLIQkh68VfXv/71rzkX8+TaZgUJ58SiTwny9YsbWVZnENnF+spZnSAvVsu7+wetzJdAZFHElLU1h8P+9WdvT6fToa44IxmhYRqfnp9STl3dEMa6dvH+7k4K+eXbzyZlhn5uFyufbDCWy0LygmNGgFHKfvjjt8Mw/+rr31RV7b07HnvOOOekWzSc0RDC3f3d8Xi6ffXianv57Z+/Qwht1lujrbUWYzyOY9e0+/1eWQWQGBchR1EUWLAQ4/3T04vXr65vblMCivF2u23q+osvvpynyczT7ulh//y0Xq6uLi6qsmyKGnz6+NOnq6urn//8L5Twtm1ggYKz9WaLM0KIYkhn+xpvFi3GAAR4wRJK683y6uoaIuSIvA44YgQk2HB+WqcQIASw/swF2R+eQWCfAxBQ1gXIo1EJct2UktHnp8eXL24x5EVbG6tj8saoxaJNKaToqaARYopxvb2kgjEhh0kBxYAAc4K5YEUZPShtgQCtyGimANkE/7w/iJJdXK+neRqHqSqraJKedY653x+X9VJSmWyikUQTvbKCydOhJ+gXVZQxJqdU19W5rcQ5xxizQgJGiOCyqRPk29tbNWuESAp50XafPnxUw/B4fycFP/XHEH2OUakZCGg1cylSTNMwDqe+3+0JwoyQ4djLoigKSRj5cPcppAgYZQRAcbvutNP7054UcrXZNu3itB/aakGxCD4Fn+bZeJ8IoVyIURtA+Diq1fbKxQyExgRKm6KsHx8e7Dj//P0PrajV8SRjPt4/bNrOOY0AumVjvQ45ZJxjTsM0aWerpiJcZIS1tsvVeurni+0VowJhOs/q9eu3GHHBpRRlUVYIyMX2RYxoni0A3T0P28vboqp01BY0krhXvfEmxtA0bXAx+kQJcz6UsgKEy7pS1hBGU0qCCaOMM54iYqY5OS8FX7YLPU39cahk1Vbtp3cfcyZtvZLVivIuJEZYHRISdQWMaKcAR0qAYcwJYZjhTFHE0efJGiELn1KIaeh1VbaH/bDdvlwsbmzgPomMZT+r09Cv1t1sxt1xb10o66puG0zJ/ngYZpUw2R+mql07B998+yMVEhPCOCkr8fH9T1++fXNew6lZSVG6mF69fosYr5pFBlrwcupHhgnJ4KZ52PdX69u5t7Xo9g/Huw/3Tw9POIMshLXKRR2zWW3bcT7006FsxG73eDztYnJea0HIeOrXi4VE7HZz9emnD13RsEwePz0UlN29fx+M/fTxozP+493dMGtayoDRHEImdHfsOZchpkLWlMiyamOEl5+9ff328261XHQrLuTF9qZt1k29enru3372q4zoV7/63dXt7aC1j/GrX319hksLoMC5IIQAToDBaovD+dmcQwiEcwBgmBJACWMqmFI640QJIwh76yjFXdMKLkIMENKs5qKsckpcSE55d3m5f34aUmaUFlyM4xhz6rou5MQ5L5uacIZjJDlxzrEg/aGvSQOIMM5ELGIG73xGcDwcNpcXopDaBoyBFbLCNAOUVZUz+BAJIRjDOA6Ci8VikXMeT71Reh7Uer1cLZZCyFmpc7vMWnvGZBLOnLVKa+894+x4PLoQ5nGMOVVVdR7EFEXx/Lxzzu/2u6ury7POg1Kac1ws2phCjF7rGUEex/6n779fL5abzUZr7UPIOS+Xy34cIGeMMaVUSIEpQQTHnDJGpShDiDnn4XRyxqxWK2vd+/cfrq+vZVnknI8f3qcEg1IvXtwkyI/39/v9vuCSc+Z9CM4hlCnBZ6QtxcQaFUOIORCEzsy+xXJxNrBiSrYXF9dXt967um0+fvzUer/dbhFCzlpjHOeUUgoZjfOMKMohCrEijDlnl4s1xpjVFeNiuVhwIQWXCDMixfEwjGberjcUo34aDo97t7AvX7yoqnrqR+VMWRRlXRVVaV3Q2gXvTscD50QIdnN77ZzGGBdlmVIqeLLOlUWxXC5npX74+f3t7UXGab25WKwXwzz06jjMg9e2qmQ8g0wSjnCWG+SQU1U2/TgNh369XK+W5WZ9yWi5Xl0/7/ZG+5zoz+/eM0oFwQWVAHDz4tWg5gQ5xSDLsqiqYej3h2PddnVZll/VBBDB9GH3sFwur2+udrtDztEHf3l5QQjux+Gzz7/0KT88Pb9+9bqq62+/+24Yxsvrm7qqmqb9x3/9x+Vy+fj49NUXXwGgaZyE4JPR7aKL799HiN/8+ZvrV7cXN9tuVT/tHkzQs6U5xxevbl1I//ov/8Iw+Y///j8MQ797ekAZbm5ucgxOmXW7oJiYQctruVlvVqv1WbEledF1i2Geco4EEa1chgyZtM2K0xKwQpiutttgvXJmOk3b317+h3//v7x+++bx/oFx4pwFSCkFoy0mQDFFAEAZDt5nlCAWwfmYQ9M2lLKzjzeHlCGfoeyAIVifcaKYEISNtk1dnoEZKhkIOLuEI1DMKIZSyOBszogwyjGKOQ3D4GMgjIlCAsaCF5DxmYIuJINzBMAGRDBCSHJOEMzWFmUdQjiLRhFCMSYAIAgTQihBj4+PelLLxWKxbLmgOSWEMKZAC5pQsEEzualQyZjAB0g5AEre+xgjQrlgRQix7/sQ3IvbF6fdkXOu9SwEq4uaEDIOw3a7jjFkyN4ZxghjjHMGkOZ5Wi6X3jlCkHN2npFzHtIUrNtut0IIKeW7D+/P0E1MCCMYc9YsFkwKLmVCQAh5eHho27YoSufs09NTU9Vt2wohhmlElLTLBSBEJbUnAwihDJJxFHzyrpIMksvJUYISBMYIL3jRFhFHJDAwzCoJFBNMEACjIqXAKDtLX7QOmBBrTYyxEHLWyjkTQzTJYwKA86ynBJEgvL3aVm09PykmeN/3FaoII0VZtIuFMsY4F7xfdMvoMs5IMH65vZCEz0opreu6WW7W3keEsnHOWBeSzzj75IUkKce2bRDFRVkAwGLZKW0FF8fj8+ODPQ77qi6//OrzD+9/Ns4u1g2TvK5aG31ZmmE8AuCcUYqQcj7PIBDKCBChVJ1OAHi93koqV6tVVXbL5apu2oQwoSxndHN5STElmPWnfnV5U5Slts5aMwzjom2KoqiKahrGDx8+Mozruk4xHfb76BPnY1EVCUGEXDU1k2J/Ol5cX+x2OyDQTydMSdU1grBJjdoqyvn17W3TLVLORVVQTrXVpSyNUpRzIQUglAlOGLGqcJAiQdcvbwHy6XDCjFRS3j8+TvMsy6Iqy344Bee+/uqznIv+eJJVmVLaLJabbjWzopbV4XBY1AtGOcXszc0rY3VVltqYeR7A4+jQ491OBxViqsrqOPQo5Z/f/fzm9dvN5dY6fTg+5ZyitwhCVbHxNGNM8PmLFFEUojfWQMrRRwzEKgsxxRgho18UWAQRziBAjOkMWQZAGTJgQrk417YgAs4IZ5xdAgN2NofdvizLbrm03vV9jwiu6/rcCk+QMwIfHSCUIYeUIIHg0jtnlbbKpZAhgTUeA3R1462jjElOKCbTMBptBCPzNI1DH4MnhFR1QSgK0SszPx/2CVLZlEwyYAgYyjgjis7tdUopYwRjLAtJCM45MsoIJTnnuqlSSovFAgDatp7nkRBSVRUleLFYIEKqqkAop5SGoRdSnkU4nDPGSFkW2+32rPAAjLrlgjGmterHgVCCAFlnOWcYYS54SvmXQEEI8zwJylEGa+3Nzc1yuXTOnf/rmRBnDId1VjuNES6YEJQUXJ6Ox+PxcI7HylLKUjSLDnNatSUrOZdCWZ0BHY99CL5p2qZunXfWWO/9OIw5RAzIOvP4eB9CLAtxbriiX4DjkFFC5w10SlTw2WittdFuVjbnPCuDEJpmBSnreX54eHx8fJ4HdSaSjcOklBKiTDnHBD56rZUxlguKaLp9/WJSY9lWD48PiBDn/Y8/vXvaPXer5Wq7kVWJKZ7UxBnLCAAQo4IQtr243F5clLLp+wkjjhABwIAI/I/X+QgZXCyrum07URQxZkqZUgpjejqdos8p5PVyU8rKOZsSPD8/z+N8Oh2dc9aaaZqtNpTSqq6G43GaJmuMYGzVLeqqGqfJxuhTwBgbZ4UsZ62VcbPWhNC7+4d3Hz8Qij//6vNf/ebrm9ubxWq5WCy01YxzwJhzHlIsCnl9e8uEaBbd4/758y+/IIz6FPt56pYLwlnTte1iMappNnqxXmwvLg6H/dnb4KMLwXJKKIXd051S03LRWqv3z08P93fPj48IQghm93TXn3bvf/7x06cP/emglXbWMUQY4XXRGm0QghjjxcW2qmrrnNKzcc4Ft9/vj8eDM0pQjCDmFLB2BgCqpqqainMOgKKLDIhXJkeAhABAGxNzAJwRA6MtypgSmlKKKWFKgGAXPOUMYQwpOWPnceqPp2HfH3Z7zrksBRCsrAkptsvl5vKiapsE2TmXc8o5F4UEDCmBs54QomZtrXXOBu8hgVN6Og4IwBrDEI42+fM+FSNAsD8cZCFvb2+LQjrnh2E4c6u894wLRM/OJ5IJdilmAB89IoBwllKeN3mE4qIoirIwRhGKzua+siyOx/25xIk5K+tSW920tVYTIcQ5Tyl1zuecrbUZMqGIMCwLUbdtt1xwKY7Ho7bm6uZ6e3mBCYkxueinacIYu+AJpd67lNJ2ta7L6vnhUTDWdZ2eFWd8nuflctktuhgC48wYK8vi7NjqTz0VTEgppVBq7vshpsSkFIITRouyyBiVTQMYJYBxHEII1hicMUJIyqKUdbfoOOfzMEQfco4YYaOMP48qmjY6jzJwQeumxoR4Z1PK3rhSyLooKaYUU2eMNzE4zykthbTaDsPIGU0+fPjw/vl5RxBZrTcpo1nNfd9TzppuKcsqI6CCYEoIpWc5uI8xI+RSDAAuOG31MI+8FLcvXyKCfn7/029+/bvf/va3r169kaJKEXFWNm1blnVKKEWUI8rnKWsKKaUYs55tzihlMNrlhLyLyafnh93Tw/PDpwerbDR+Ps3Hp8O4H15c3p4OJ6uVnueuaS+3F5Lz4/H48f17Aqgoy5cvXtZ1wwtZd93FxcVqtQouIsTLsp2V7Zartlvuj/u6bS6ur65f3MiyOI39OI9FXa02ay54Uch5nC82G4qxUvr5+Xm32wnBRSHqtn3aPbNCUs5CioxzXhRPz0/KWFHI3eH44f3HQpZvXr+ZlB7VVFdVXZf7/d44zQv+5x//PE2nshJqOqaoYpwxNlJAVSKEnPfT49P7H3745nB4VNPJO41R2q66glGvFI4QvV8slovVUlvbT4Mo5NvPP7u4uuiWCxf98XiapmmeZ4oQAgRVU8L5QYzAOddUtZQlpYJSCgjOOJ1ZqwpqHyzGQBgFjxIBgglQZCbLG8kCB4ZjCtZqb0MmOfqwWFyG5EPwZVkuFguE8TjNCbIsJAAQgglnrOCgAKGMMcY5qnFsu5YQaoMFAG/dQe95IVJKjSyfdo8557qpm7rJAZILCIuUUt/3CGNGhCxkP41dt6RMOB+dd0CAC2G0TZBjCDHGECLBJEM8H4WklMao8+U9hBBjQAjN8zybGQByjFqrYTxxyqdpRAQYo1wwGVmKPgRnrbLWUUpT8oz9cihzwc9GI4QEZa/fvok55ZxDCELKlBLnHHJmjBdFITjPMTHOJRfPz88xRkLJPM/tcuFDEELIQhZNRQhxIa4uNuUsIiAqxcXFpXGWMTb0J0xZzogXMqXEeJtSwoRAxgghSjlC+PB8mLQCACDktD9ILp3zxtqmKataRh/Gsd9sVgCQo4eUC86noT8d9hyxnJKeFUY4uIAJGU7jNI/ex2mch9PYLZq2btarNaeEYspZEWNQZ/5F3U7KFHVVWyPKQpTSBS8IeXx+fPHqzbA/XF5e9oceMPniq9fWWh/8d99/Xxbl9c3N9vJCWzuMI2c8+BQg7Xd9ABcDWrQrAAAUEEKQI6CEEMo5pZzbtvUhOe1izMvlupQFBDxpXVY1PfaCibqsBZMG1IePd91yYcZpu94AQMmF0ybHRBAuuAwhYIyLshjG0YcACPkYfYgX1zeiLEspJj0VRZUhfPvt8ObyFmMojYacQ0r7Y//4vCeEVE2LCDru9yH4aZgYJYJxrc2HDx8ppXVdVU11PBzX6/U4jMvXy6IsUoTj/oQRzSlVZdU07WKxCv77YZqXmzWnzMeQTGzaKkGmgolCDNOw3q6KsuCCxuwpJUDS5eX6NFxpba+vL6dZIYQenx5jCrOeplPv11urtFbKat33JyaKH3/+6fO3b5rF4vblrU9hmNU025wjLooCMuQIkCCFBBGCj0xwIUrG6HnugBGilMaYtNOE0URyQgkxjAUBihLEhEPOIYEHDrTgQnIuiJBEFBwRHBKcQ8qAkNFmVIOx6hfgPSWUUiBgvI05UUqEYCmnUhaMUKcNICiKIsTACD1T0qZpMsbklM/LyNVyTTEz2qnZCFF0iwUVYpoUQjhnsM6nCIAAY5QBM1FkREIIxswAZ0dkjjFQgoN1QogYXc6Jc4YxqupinqaUEqB06g/OOefs+VeYZCknKWVMnnHinHfOntEnlDNlZmX02eXjnOunQcpCG51yRhhXVXU+DceUOGfWOTXNdVlBTGc8zziOm81mnudpmhBCMcamLs8BNmNs1Tbtam19sD7Jql2tLxGh06ScC8YFhjgCSgn3PlFC67LmRCSfQohKKaeNnpSf1fPjU4gBIaTnUc+aYlIW0hk9q5lhZNQ8n04opuT8PIw4Q1dW8zRzRMw0R2PVMOpJccwwkNPhgBIwQjilkhdt25ZNnQHO2Xz2P3r9PoSYEiZMGxdz8jETwkLIhMqMKKPSaI8Jp7zsujVlYpgGREi7WH73/Q/ffPfdTz/9FEP2PmkTnh73/aByAsjnrzd0XnOmHGPyGFNGBEZUimq7vaBEUMYWi5VgBSM8x0QRJoDappuHadif3KwXZcUzGk/9/vEph9jVzXK1rKuKEgoAxlleFsCI8na2pqjbomxCQggzZbz12UcUM+7HeX/sU0YXl1fdcjkqdex7jNH7n9+Nfd/vT2PfU0xqUby4vrZKpZSEkK9fviIYn069kPJwOGDApawJMDdbCuztq88uN9dSNpvtZfCxW6yaxaLuFqNRLuWr25fNYuVDun94iglnoJTJY9+P8zSM0/P+QCgPKRNWxEQ4r7TyCCjJkKyjgJuyQjFFH6xzL1683B/7fjYf7x6rZnVx+RKI4EWLeUGlKJxLepoY59M4EkJSSogQM83WG4QQl5JzXjUlYQJj7H1U3nqIiGHKmTE+5oQpe37e55yLsuGciYKfsUU0Ou+9YIwifDqd5lkVZbFeb2UloktnmFpGcL7FFLIAAhgRSrAQwjl3FmRUVRW9X61W/fEYvKOEUEKMUpzSoijO13UuOe95URTnjUB0fhj6tm65EJwJSBB8gJQLIRkhOaYQnODilxV6SgghG3zbtqfTiTGaq4YxttleWmso54gL72JRFk47hJCadArBaldWRYrAuUgRYoyEcM5lhLxYbxhj57PJar1+enz8+Onj2RJECMEY2+ABIDqfcy64GPohxjiMIxfi9vb222+/JQRtNhshhCyK4cP7y3g19+N6vYacP338sOmWOaZpVnpWiGDBeNt2Dw+PhBDBZXQeIJtZUUwE5xnSPE/OtXVdn1kSIURMibNWCK6tV/pZKX17e2Os608DIcQoM42Td85bhzIILpbL5RlvNQ2TYPycYry5vhGlWG6XhNCUUtd1GNDT0xNCKIXUdfU06d3j/YcP70Upc0KQkDHOWFPGcr3eppQo44fDASFAGM1qVloRguqmAYDd/qnrlqvV6uLfb7799tsff/rB2PnDpw9VW8ToV4ulMRNCiWIMkGIMIQbvQwipPz5URZ0TZpwSQg6nHme2Xm+GXkGmGIkQYFbmcrN+8eL2s8/e/L//698ySpSaYvTZ+6ap52l6uL979fI1AJCzzAfAGA3gEMHPD/eEi3mehOBPu+eikNrYw/HUdQtMGZNSmVNdVTcvX83D2A9T0zR/+Zd/ZZS6vLrSRu/64xe//vo4Devt5nm/yxkWbYtT/urNZ3/7t397u74QmG+3m9Np0MZoY7/77rvj8Xg4nZarjgoGAHXX/fT+vZj1xc0t5YJR3o+zdb7MuV2u+nms6m4YjQmRF6V5OvTjvD+Obz8r2sXq1Zu3f/yXv9OzdkYxglMKxpoESBbFb37zOynFDz+9+/KLrwmTlIWq6GKM2LmklSvLhjF2nt7VXQsYzlR1pZRREyZIWx2SRxQoI0LKuisoZxjh/jRHD8kDJZLRIrh0cXmdEXEpltsGGCqqQs/TOIwVl+vVap5myUV0QDhWei67gnECGQhhGTBkcNbf3L5wwT/tnhft0k1OCDEp9eHduxjjslu8uL65ubpOIXLKtNaTGhGBYRiYoJjC89Ndv99RALDu+PwYtaGAsgEcEYTorb379Gm7Wi+XS8FYXdVa6WGeMWWAiY+56ZayqIZ+fHx8di7c3Ny2becm1VTdi+sXn3/5VQZMCBuHebXZCllQyudJbS8vLy6vM8LaeYQplUXKaFSmn2bj/Pbi6rPPvmgWS1FWdd1Sxm6urjnhV1dXsioBcMFkKcu2rgXngHLT1X/8078CpJSid45gEn1o6xplsLNyo/rxm+8kowLj/dPj4eHxdNxHZ9Zdh3J6uP9IGRr7U07e2Pnh8c56vbncaGc+PXwSpcQM70+n7dXNsR82F5dlVRMmqKhmE2XRtcvNyzdvlTO//s1vrQvL1aZtF8bb2ZiM0fN+t7lYi0qIpmhXncv++uWNsm6YZi5LJuWf/vTN/f39/nlXCMYpPTw/Pd3de227uiGYemuroswBYyBv33zuXeScPj8/7o6PP7//87ff/fN/+7v/8nf/+P992t8nSMv1dpzt8TT8+Yc/Z3Dbi/Z599GY04f3fz7tHw/Pd5A8pOCsnqdJzcYoZ2anJgUxfnz/c3TKe/13//QPddfKqv6Hf/ojpXVwrK6X+6c++HQ4HZ4P95jnhOwPP/zp7tP7+/sPNy+uS8GDs/d3n+4f7qzVkvOff/rx+f5BMNHW5e3Vti6JINGpHuXwN//2r51zv//9vxVFXbYdIjIkMpkQgGAutlc3n3/15WK1fN4///ThXSKQGRZd/XH/tLq5NBC69fJP3/4JAVyu14uq8v14vHvMLjkVcEQE4LB7fv/hp83lapp7bbWPYdYaKCZcyLKdRoOR+PjxU9t0xpj37943TXM4HRGhl1fXLmQhyqsXL69uX/zmL//yOE2f/erXxrvFep0g3j895Bz78UQ5ffHypVHzf/4v/7kfhqvr6+fDgXHhfDoNU7daUcbI+R4RQkiQM8opJWec9x5Q9t6FEGPymDCEMmAwxqUYIYMxjmCGMYGMcoK6bpxzmBEMEAJBBANAWVXn/PUv+MGcMSKQwFtLqAAAyBB8ohRzKjgTkKE/9IxQIQQG5Jyb53mxWGy323kcY4zOOWPMOa2MCLbGYkKHaSAIGeMpydGFdtk5Y4tCYEwZId6aaRgRQlrrFP0Z8ci4SCnpaRAYSSEZZ0VRJMicSRti09bjNGJAwzRnjDDj2uqPd/frzWZzeQWAd4fjarVSNlLIlAuMsfFBcNJ1XQRUSMkpo5TORp9Xw4yxrm4wxlab6KIxBmUI3jPGU0jO+ZRiyjnnjDBUdeGDVXrmkrOmbaoKZ9gfjyUvm6otCIEQ1TgPQw8pF7VkhKaUtDV1XZd1SQhiDIuyTCllBLIqZq+C9edoFheCMkYIuX5xW5blOM5SFlVVV2WtphllpJRZr7YIIT2YGEJVVYgQ62zow5nZDylFrVJK3ntEACBXVZ18PO33Ss3r5RLl/PO7dxebLUaoWyw4lyhDU1X9oUcUMYIIZK0GKWBSvijw/vB4Go5GK2cnyPzT/Y/9sGdMAmBvlNEqet0Pp0+f3j09PcQUVqvFcrMMQVHGGCYJcgjJWjP1s9Ij42LW4+FEPty9DxGqult0F5c310wKypn3qV0s67YpJEk4TWr8q7/8i+Vy3Q+DtT7naK1GCIUQ+tOxa+uyKi/WW+eMQHIa7MXlVlBKOb2/87vnh0XbohhSCPM43t7chKpCCC2XC0oJRTLEEGNcLVbGqOfHp+fHR8y5dZZy2k8Dpyz5gDJQQMen54bwThT6OLgAf3z36Td/8bth6pu2/tXXX49Dv9msOadVVYcY26pbrVarxVqPVs16vd5E5y8vrsexjyma2Z4O/WK5Ohtt7+7u6qrtx+nm+tZ5E1HKGWKGm5vrWamc88XFJgRNRVeWYnuxebxvY4qcSWvcxfbi7tMjZRwywoyhaIisBClw0zWMMYMxwgCEwP/Q0p9fIToAiAG8C1EkwTmllFCKKWaIIwT5l59HEIEz5o0jmDBKCyEJEMk5pGy1kaUgiEKGeZg4L1DM2Ufda8lFcA6nzDHhQqQQUM6FEJRSrjXlzE0jRyWVMgEorReLxakfF003q5kCds4Whex7FFJuKnn2RxNGKcXKaCHlOE0uRSELnLN79jRzxlmCyDiPMQFCMYduu8gUcMQhRu8D5bzu2nGaDv0JCCmbhhWScY68yxghxiICpTUmRAjJGcmcUcwYoSgGM4/TIaSUlqsF5bw/HBnC/fFQFIXpVbYRALQ1GKOMIOaMUi6L8nA4OGeneWK8OMerCCBCyes3r71SRSWD8R1jV5Vsu85Zz6vy9NMPq6bsKAOMRV1SQmNGNhigBDMuKI+AZF1WpiFAfIyMsZRyClEwjgE7rfvDgQlOGF6sFsPQF2XhvY85pZwwJRgT7/1pGAgmnHHG6OFweH54LKsqS04g21lzyru6ZYx564dhBITauqGE6VkJwQ9Pu3bRcI5ztof9s3Xq3c/f98Ppj3/6l0/3H6ZxcCkEn2JMVVm/fvvZ9dU1AKKYHY6H0+mACbq8vezaGmEcgjXWcEjAOADkHGMOEZwNNqCYIIxm/HD3c8wEEfbmDVxvXyTkqSAu2HJRz8HhzF1ECdNPjx/G2VRlVVb10E8x57ZbfPHlV9aoxWoZQ9hsNmVdilL+8V//qOdRMPry5SsK4IIXFHVN2ZZiOKH7Tz8bY7wPkNKzUkUppmFqm+b58aGpa6/1cOxfvHxREl4T/t1P32OAWpYVpl1Rffr5/UKU0frd49NXX//2uN9XnFWcN4WU7CojuFhtCCNciueHp+f7x/k04PW25Gwep2a7MtpSTCFhmtmiXjllUZtfXd328/j+px9eXF+poRe31/cPD97Yi+2a0uJ6+/IP3/whRLW53Dw83W/x2ofZhnFUfT/1VVnuDodXr97e/+lbejoNKWVo6mmeAKUmw5mnUlYSY2ytoYy7GDDG+Rf+CDDOU4Kc8zkARykUpTwd+6quEMLORa0VJST6ZI2HGAnGhBDCaAbAGAfvlVLdphOMQQKrLURIIScXtDHbq4uHu7sU4lltpI1JKSljOOdCiIyQjaGlhHAGGHnvBedWG77ZTsNgrfHeY0pdjMY5WVUIAFNaVgUg8N6nhDJGKWegGJ1lxQDn0mopCymFUZYxBgSarvU2gbXKKuNs07Zt12ln98d9Wzfr9doGz5xgmALMIaeY89mJGHfhdDwxwlKKjJJKFrNXk5rNzBkmThtGcIqxretpVMnHsiy11YRSIjjP0TkvC5lSevv2bUgJIRK8P9fJ5llJLkKKGBMfTdU2gvNZqafnXd02IaaMEKbEx4gw086ElH0IgEgCQBmFmJ0LhNJgPCDUlDWlxBo7nI7zNCGECCKvN6+HefTBj+N4dXtLCH7e72zwVAjO2Vl6hhAiBFdFOdORE0oRmFERjOuy2q7XOeeqql+8evX0tFNGI0JPpxPTer1e55zLotwfHnO23qmn54/DsN/t7n2Yc3KAYlMVUhQhpAjJ+2m3+zhrUxYNImyxWjKOGSMmehRyzhFjkgB5HzIkACCclk1FOHXBskidj8+HnXX+eb97eHz64vNff/bqKyAoQKja6jj2MUvEWbNYbraqP50wpk23xNrM4yBlEXPqlgsh5XHoXbSLYlkUMkavdLAG5ZQYxigkrVR/OByr+rR/urq5RjEENQkpp/5Yy0uassCkYrKrGhyh3x9Wi0W0ThAOLrx69ZoR8vjxzs3aTLPTNnjPKC1LvlzUP/z5mwgZY7h7enjx8uWxP53jhT/98HMhpXP+6uKSEWqtev3irz6+e+9teH7cbbdbzui7dx8+fbx7/eZV3VQvr69e3V5/M5we799HH1+9fAkJLdp1zPh0GggnF7eXOScfw3Kzcs4CCoWsylKu1ov1Zvnq9WsaUso5E0YSBIo4REgpJYwp54CAc0E4w4FhRijhAPBLGTxnTM4TN5wyMIp3+x0XvJD0rKJeLpfe+nme60ISSgAjSlnKkVIcY0wpnecOAJBSQhlKwaUQ3rno/TRNhZAxRibErHXMOYSgjGaMMcG9cwkDYAg5IYRwhui8oIwQEmOklALBgABhnAF88JiSFDPGaBxHINAuOswIpAwYEYQJwgSRBLmQvCjFOMwUEzVZKYTWY4xRCNH3fYxxsVgsq/KMt3l8fFysV5xxivH5PTlTSbXWqChyjAgTirFgXDAaOXOMz9PMKFbz6J3TSvngrNMsM1nWZVkigoFhigsXAi0kpiTnjAEoJt77vu8xQjGk6P1htyeEaOMubq4B8qBnH1JRFE/Pz9b4EFMIjjM+TirGTCimhOaMgo9Kq9PpxBg76zDmearruiplITlByFodfIKcKac+Bhu89bbgVUw5E5wwWO+XiwXDBFI+HQ/eOYrw9c31PA2TURiRFKPgXGldxqidX2629uHBp/iwe16tVnTkgHNGMPRKaSQ5/Pzz+1O/++HH7yinlLKqWhDMBK84y7OZhn4ap8l5V7YtoQA4uZyc9YAQxZhQmhDCKcecYw4YY0II4yJjTLMIIeRpGoZhnvVu99O779/99Ocf/m//1/+169Zt21ZNpTUgxkTVhAz9NO0Px108hgSFFHXbJkj7/TMll1RwwMg4O03jOA91295eX9tBcyJyyBghnCGngBBQDJXg2TuVAk5Rj2NaLnCKJCel5qZtuq4b7j8Zrc+kRkqIFIIT2h+O63axXK0wxnefPmGC/pf/03/sFuXD47Moy5iCMZpzfj7CcypKIcqyLIuMAazVD3cP+8PheDpgjN9/eP/i5c3t7cvosgsWUi6kfHFzi3Jqahm8IZgc9k91taza5njqY8qccYJpt1ghhBnjD09Pk1KLFxtMEZP0af/YLEu6WC+cd5RDUZYUs/w/unHeOcZ5BJQBY0Qo4YRgQAAIYQzORUJwzhBCCDkVJT+bLHP+ZSkgJJ/6GWNc1RUiJIVQ0MIGnwkWRdEuOjMZbY0oeAgBBGBGeSF48Bkhynm3XExKAcCkZiEEYRSjzM7aHkIIITrEGHRw0RkLMaGUKSYJclFXgEBWZc455uRi4JyHEM6RJ17wxWJBOTHWMEIxxigDJOiqWuu5EOU8TU1dq1kLJkIIGXJdVVbpfpo/DR+EEMGHxaIz1gbrcoiIY4wRJ7QUkhIaQyiKgmEipbTWGjUrBS4EzliIHgBizj4Ea804DMY6yrmPAVPik4eQAOXZqLIpMKXv3r1jjF9fvSCApn5YLpeMUYLp09OOUqyU2Ww20zyMaoYEBLOcz3VPZGMWjaCUEIy4EEobnHFZSki5LhvO6X7WOaVhngghIcW6LoVk1trT/qCdLqoyoFw1zfN+v8gJKCqqcpwmlCGkEKwtRHF+TOhpDs4qrVIICZOHhwcqRc4oAX54ev7yV1+zQdoUsGCiLgOkmNM4jV988RVAKCryx2//GcZ8Gk7rzYYxQQmbtLXOYoxdzIyRtqo6Sby3s5khoXOOpixrSOBCMNZAJgSd1Uo5A045hpgwojlFRiUnhtbUTDq4fNzv//s//d3F9oV34eXLl1VTlU0hi+Lj/WNddb/+T7/21g/TkFLCGFJKoigyRiklzsXV7ZXgYppGSglncq/23j7u9z0T1DvnjJmn8eHu/q/+6neQI4Kl5Py5qgohccKEsFmpYZpevnrJD4JS2i4WMcVSFPd39y9ubgijTdPoeQ4xUCHWm+XT7un9+5/Kuvbe+CC3263Ruiqruls0dQ0AhZSzUv9jYpgWy+bN2zeyKH589+OklSyKbrEAlIZ+OB77p8enaR622/VqtUAJ/eufvrm+xoxi61y3XHWrriy7kDDGtFtsyrLYrC+uri4ur9ZPz3fj+Ny0DWUMlLKAeIye0bOZRhNCECWIsvxLAwNhTAEBnMkcCFKIFJOcszXGe1eUq7ZuIEPymSCCGQUEIYaqqZFgKUQbgxACYiCUAIW6q4fDyTkDGVJKEXJOKeacMaIFlV1ZLlsVfabgggOMCCZ1Lc6mP4wxx4hkcNZCiN55iijERDCO3p9TBmVRzEbb4BBBVV0lBBmjpmkW60VIEWXwNhBOSsZSij4k1rZzP5hxAhfNrDgnGIOUpTWGYcKqCgHc39+rec45v7i+bspKG2OMxgAUEAHknaOSVGU1z6P3HhFkg405Ec4aISkl1rlCyovL7WK9mNWEGWUJqqYephkwNrPrT31dyqkf2rrCAIvFYhjGMxm8P57qskrRO2N/9dXXCKHHp6emrI6Hg6CCC+6dOwuKAvhhGCjlVdmcZ0ZOGRShbisCSArJBdvlnHPuuo5Rtt8/9/0RALpF0626y+tr7e1w2C+Wy4enR0xIRkgUkknOOTfO7R4eL5ZrnDKhbJrncRzvHz5VdbNuqtFogRJgykvJy8pnoEWpfbi6vW3aJqWg7KysCSFxjpHzGaXJzi5b43RIkBLGRDBecc651yk7pa3qJ0xJ3TSLZkEpP52G3WGQTBRllSJKAAlyhoQgZ5xzjDGgBMgpoJgRJKqKow1GmRjtf/zuu/4wWeu01m+/eCsKVta1tfb7P32z2WwJgDH2ly8kyb/88ktttLGm3/dff/01QkgU/O7u/v3HDxerq7ZsVpstpZQyEEVVNzVj7OfvfxzHkQuJqybGPI2zs35W+j/9X/7Pp2kou0Z7exh6URQ+hOV2450VRcGkcDn+dPfxd7/+zV/8/q9f3FzFpFkpXr19ZV0sqrZqWmMsFfzHn9+HlF2IEmEfw2kaV8vu9edvPjx8sslUvFqsO1FIxMlyuyyLgomn9XolhRyH04f3H7755puqKk+n4fb2FSGIC9a1y1JWKItxPHREzqPfbq4xfX563rdd/e7T95vl6jDcUyC/NCooo7Lg508sIcQaBwBnntcvArwEAEDwL8kUTMh53muthQxd2wKAthZhTDABAJdC13TGWmftrFSda+98glwAYAyk4BRloMCkAIRCjD7GlGPO4L231hljMgAXnEnhvU8uRPARcLQWABHIDOEzYpAwFnLKACHFijFImTIW5+l86S1KqWb7S9kR4X7sc10kH0lBhCzmeTbKQkpFUSCEykLG4BbrC8ggOJ/G8UzZ6rqOEOq0Ph6PKAPknGK0yjBMEEIxBDUrjHFXNwThMQzOOO98xhgRllLW1ljrEcaEEaCUMmqtcy4YYyjFhLFxHK2zklNrbYyRELpcLp8ed6fhGFLElFRNE2MKzs96YoxZo2Y9az1vNpuyrF3wwRmGIEEy0+yVoRkhhJRS1WKRnPdaj8eTYmy5XKKMy6J+enyU603XLQHAe0coD8774IUoTsfh8uJ6tVyvV6t5mlCGtmowxh45AIgxWWtTyCnBWTkpSlm1dT2UJgQ19pThq5tLZx3nfOyHq6sLgIwwGk4ngpEQrKx4ynqx7OQDW3QdACAASkhO4IMz1sbs6lpSSkOORSmDC7vdQUrZNF1blwgR732KEQXkYgzBY4IYI4AwJADIwYWMwc4GpZxDZgwH77WaxuHw/FgghMpSVlXRdR3OcHX5gnNx3O1DiE1Tffjws1JzWxWiLI+H+eOHD198/rYfpqapnQucpJ/f/fTq5mXdNNabh6f9fr//3W9/d3V1uTuctNHXdVM21WazqqvaGue8M9Y8Pz8ThI2xMca6rodxzDmrcUohHk+nt29wTFlUlYf8//m7v//93/xl1S0QF4IhRIkNHjNqnUOEFJVcpcVysbDBzvOYoWvaZlSjSy5BrKoCU3Q87IMLnPH96TjqWQ3TdrvVzmrnu+Xm869/y6kYtRFloZ11MShrdrs954IgcXv16unh6XjaYUTmcfry88/u7j7hEGK3ao31CbDxMSEou4IK2m5qRCDEACgLQpI1x8dnCFFPChHQauKM9qcTF7wsK22tT6GoCllKTAkm+MxuyQCYkrKpm6abJoUwmdSMBQCB03BcXy6BAGHYBkcIds7VZXWWuD58ui+4DD56H0MITdMYa1KI+6eH6+3F7v1HM/QkpbqUmFFeyv2pb1arjEkISWsdrA/Od00bQxiPw8d3P6MUKcWfPn1yziWfckYAOAFuumXTtDGlUStelcpqUZUIAEFW81RyLstyVmqcFCaUCVG1DSL44/0dpQxjdOYM2eR4waxzGaPoo+SFVX7VbfSk66rZ7w+cy74f7+7u+37sd4eqrvv+1PfH+7uPZSn3z4+X242eJu3syzdv9sdT1bSYclEU/TgO80AF5QWbzYwF+vT0aQ5zva4nO5hobNBMYCkp59Rq3R/2HCGRM0uJxhjMPB13z3fvCKSCsd3D48PHu+1iXYrCazdPM6OyKtt2sT6cJm0DAI02ffnmy/E4nB73w+Nh3Sz+8I//ZKex3+2wj4Ky1WpNhZR1c3H74ulwLNvaRvvdd9/0w/6z1y8phm//8C/TsC8Fen74WFf8px+///mnH5uqmifNOHv38/e7x08YkpnmX33xq4vuIho3DwOnqeBR0iB5lIJ6n6wBQipvU/Qp+DiP6rDb73fPepogRaOUmiajlfdWK3U8nPbPu/1u9/xwr6Zx6k8IwCidUnTalIIvlg0gv9s/3D98/PbbP/79//F3D3d3jAou5Xff/mitxwjHGI1WL2+uv/vmD3/+5l/G4+7XX3728ad3//R//L1R7mp77X3EBJ3U6dPduz/+4V+qsvjq8y+meToOI+X8+uWLx8Pu08On+4c7jKIz48uby/mwv3v3zo7j12/f0oyyDfNpvFhtpJBNUXEmAJO/+Mu/DjHJso6YdNvrYrmt1peHWX/38zsi5Z9/+nG2ph+PhOH/P2V/1mRJlqQHYqpns93u5nt4REZGbpVZa3c1ugEMQBEMhQLOPJD8E+QbfxplnocCcigUgGg0pqu6spauqlxi9f3utp9FlQ92PTKrGhiZMQlxv+Fuflc7elQ//b5PQcLb67dE3kRmRGCcc3mW73abuqsmZTpflC9ffnV8MotjDYInR/Pbzerpp58++8EX0fR41/ugY0I9BDc/Pb5f3eZFrBRS8Oenp3fXd/PyWAa1vNl+8uILo7Iff/EzJUAAj9MS0USy611iNOM4FQ2N1kPbIRAiam0AYLADECCilKi0iBNDkYpjs91VjNAPgzFaRQYQdGR4dGGUkCTJSEoTCgGBEZI0YwY3BAAw2ggE9j4EpSIZehucT+PEKNl1XVM38WKaxIlARKlfvnyJzFLiBx9MdRSDUbEbaARNlUJEZkYEI1UWJ+BJKZWm6UjNNNoIo/Isc94LiYg49MO+rQNwnKWeQlJk3nkQ0LWdVLJtW9XVNlgbvO16ADBaC61AiKraeyJUMpKxidM0C8EFBNk2XZqmwZO1NnhCxNl8nqT5J5991vf9dvkQQtDaXD571rft9fXNer2u2iazLQtMkmQY7GjS52Zu5BGPTjZt03Z1FYJ7/uHzJI2Xy2WWZ8+fP3PebXfrNM2cHTbrpe2tHwatZFtbZvZdq5O4yPJmvwWpjuaLJEmXy2Wel0qZJEqrpmbmKE0mk8l2tbm5vs3TbLVaUfA6Uhz8q69f+qFPo/jNty+fPn0WR7HWeuS/ohIQ1Gy62FfbOIuyLFdCvnj+YqwEb69vbNtGQp0cHS+Xy9cvXw99v1gsJBOCl0JpnSymxaSYdk3n/drbgQFAsEAFCMRAzEx0UJY+mkeFEHrbOW+FEIf6NISR/44MIAQFz4zIwETj3BZgBoDJpFiuNpvlanBuNiudn6zXq+DID/TpJx8AhTcvv4k6dX5+fnl54VyvtQ7MSHh0dCJVkmWlDw8nJ6eTSdG2TZnmg7NdPywWR8V08otfffnxD36wOJrHWYZAtze3ddc0Tb1eLzvr6s1uv90BiiiOE2Mipdp9HQar5+bo6FhrfXtz4wIZE33+wy9sABYqgNJxmpWQZDkx3j/cn56exnFyf3uHiGmaSKUohNV2c3xyVO13RkVKqTiOd/tNUWbGKOetjnUcR4Md8rRIkmzw4eXXLycTDkxdPyyO5wLx6uptW22iszMmNMbMy8n64T6J8zQpBcubqxvhre/rgZx31goBXdt5z4G4boZAHMVxO/SAKLVIyxykJAIIIIUUQgCxlkpKCQLcYDlQ1zRKCK21daylpMBMDAzjNIq+67SJfQ+28wolOfA2GBUBc992VV0BcbuvsySZFxPX9vvNvszyLEnIsw8+ydL50cIhxmURpAxSgFGgxGjo5r0ffX6880zctq21th/6uq5DCKO0gYicdcPI4h5c8N46G7z3wRup2qqJTNT1HQVumk4IYW3/sLwfbA9AUmFepHmZC60CBRWZYlLmxSSOUyVlkmbGRFIqAkYh2rYehkEpBcwAeHd/37YtIs5mizhO9vtd1/ZZPpnMF9umYimU0cooELjebkZDOiKK4iiL40leREojgECRKDP0vUTJgZGgyPIszpjQ6GgynYwlEiNBpAiC1OPgVMzLYt92AhUiBw539/dVtdts1yigaSprLYdQZKmSIgTraHhY3/W2JbaANLg+TVMAns2maZoAh6raMZPSGIK/ub4OXmBQTy9eHC8u29pLiAREWqSu9RDEZrVFD5lJFcoyK8lxP7i2s0ImANp63GxbJhlHKREfXG0kIAKgYxiIrSdHTMCIIACAAtnedl1PRIGCd8Fb750PflTDMZEgBiIIJAIJAvSIjgFQ5mUxm0+1wX21vru7rvZrYv/wcLPfbYa+v3h6eXz2BEBvtt1kevr5D//i5PTZthqqyib5JI5z72GwhEKhlHGeEYP1hMpUzbA4Os2yIjBUTec8peUkycu2t7/8h98mabk4OsnLyd3d/WazUXF0dHQkpdhut3YYjuaLyWQym83TWCexSeJESoUoq33d9zYEHgY/OL9a7xG0VkYpE8eptaHv+oflarXcfPj8RZpmWpvgGSVmaTGdzq+ubhSK86OT55fPus3+9u1Vu96dlfOjsuz3+yzJnO0irSdFGmk5X8yloKbZrddLraVzrm9b9sFZe319p4bOohBa667tAEAAa43WMSJrhaj0bheMMahQSBk8xToGBm00AvhgvbfWeq3SsVZ3zkkJAKKqmyzNiFiggABd3URpst3tzvOLcZP0PkgJcWzi2OxW26ZumMicm+t3t3meKy3btmUviiyP4yiE0XZZpnl+fHGWZdlut6m6XkYxezeu91HpNFpgaq0RDvOviWgcaRFCEFLWXTPiriGMUyHRRJEZk6NReYHo+kECKqWMMYBKCIykYaOzPBsbtAi4ODoCACFl14Wq6iSidzQI17ddlqQAkGRJ7/rddtt0Xdu2u91Oa308X6RJcnt7t9ttLy6eRJFJZ2U3tIAiMKOUgShJkr4fnPNKKUmQJllTNwplliSTsnz97u1iuiiSgjzf3zzEiYm0aZu2SDOlVJpmq+2anHXeaWMYoB2GNMuJIE6Tu4f7ogCj9WQ6ffnypZRiNNSs653Wktnl2TQvCyFpcTLfbNaM/MEHHwBB17aLxZEx0dD3990NM5dlFkUKkKqq4kBFnt/d3YEQTVtz4LLIlNaTMm/rZmSvRjpPInP97l1vOxvCudDl/PjkaHJ88oR4GIb+6uaKIDBzIB8IeOyXIXpHYyaFjEzAghkYAax1DESeiJiIGYgYgQUBA43TEZCQmVEwoMCH7TrLsqLI2qF/++7Vzd3Nbrsi9pdnH653D+uHzWeffXZ+dlZXtTbm8unTuqr2db/a1k0XBu9QRBR4uV5lRey8fViu17vdkyeXgfGbb789uziPkowgBGKUanF0cvnsmQb17ctvT07OlpvtbDbPJg8o5X63lyAm00kUx13f2846b51zKETfNcv19uMkVcpEUTSbLaqqUkr/8Ic/XiwWv/31l0KoJM7zPBts533o+l5I9e3L15t1JYWoq/aPf/zm+PiYBT4sH8iHtumyuHv97cu2biKTgOPbt1eA+PSDy9vr5dXruKmrxWJyPCvvbq6SvNjulsp8FCdGCEzSLE3M0dGRIkf5JJUa6wqBwUQGJQxVm+c5SgAGbYyKTAjBWaq2uyiKRu4wIAQbkDDYYIeglBJCKC1AAhLYYTBSa63ZB9BSCRkpLRWaCMkLrZUd2QoIqEApFSdx17TjKK3Nfq9Qmjhm5sH12w1M5xOhVWeHru3SNGWEOM33+81xcrR82HXDAIGklGMgAAtZlgmpiA626MZEo+pZKV2WpVJqzDWklMwgUCitQAqptZQijuLBO5PEECiNk6LM+66xnQ0cvPd126ap0ElECADgBzfuZlEUtU2LgUIIFHxaZEVZDnao671QZnSRaZqmrVut1DiFTABut7vPnj9db9bOWkQ02sxms8gYRGzbZhgG3w1RHPddNwx9CJ6ZT49POEBiEkB6df+QF/l0Mlmv14IpK/PJfBZC2O22bVcbowN5R75qmsAUF0XbD9O5Ojs7S5PkaDFP0wSQBXDTNnWw1lkfnIkkAcyPju6Xy6rpjheL7WrHEOpqR1Mior7tAvm2qsqi/PDD57e3N97Trl6/evvN559/PuyqqmmEDiEMWZ7EkVJSbDab5YPte4tSmDTdb9ZN1xXl7PLZ8y9+8pOq3t3evqu61pFt284PQ2ALLIXSUsoRGgcQzExEGMZRGBC8P3jECAIQRECBmQMCguBHA7TRE18wgIkiQOyttbanQJ0b3r35tq339aeVYPXy29f3q7t/8Tf/oignwPzy1RuhZGDx8cefzefzX/7qHwjhs89/0LsB0O92GyFElCTSxEkSW+cC8PXtzWQ+0Ym23l3dXEkBp9P5559/riK93W2btn/y5In3oa6r/XZnjP7RD3+slFovH66urpRUWZnNJ9NRaiyF9C5Y67/55puvv/5aAH744Yfvrq601quH5fHxcV6kgULfDavl+tNP8OLiMk+S2WT6+s0roysOcHpynmfZ2Nr/4Omzzz77zDsq4rTZ7lFhpGSz2z4YWK+XR/MiiZIQ+nofXn398qNnz4e+2bH3wXatUEop65wEHGEF9oDM5KFumjRLkCUEiJN4jOB+8FJIicINAz4yr5XRcnCCoUxzBBi3YiFASTXqBattnaSJEEIAKqUARkYjMUPwsFmvizxnotlsZvthv99LpQwiAHhyg3fzfO4GV1cNETVNE4jKfOqck5GpugYEVE092EECAoCU0lrrvEMpjDF2GB7TBACAOIqllEmSjCrSvu+jKEIEpZXWGhGVkkpr61pBgpCavpMS1w8PRAQgUAqtI6LWWYeITdsAgLckBAqh4ji2TScRnn/wrGkqCgHIT6flMMTdYJVSk8lkWpZt3Vnr0ySbTqeJjtuh76oGiMs8dybq2gaZnfNHR0dVtUfEtu8YwHo3DEPXd13XZWlxd3uHzCcnJ4KRnddSGSX3u0ZqCYhZkQigOIqFABUpKYSnYIMfF9M4GfDd9bvpdBqc7fp2GBKGQBTSOK7rfdpmzlvvvTFR07QUsNpsz87OSIvgUbDQKtKg+6FXSlo3HJ8dMQBIFhoD+G7oHNk4ja0dhqE3JpovToRQVVMD2OlsgUYOHHQcmzTZVNXgqeutc5yX075vKUAgEI5Hkz4plDCCiOhxLMNjsMBx7jYKASAEBgBgJGaGEXVABgRiZAQByAAoJAghpIzjWMpxrCw5113fvDw5PluclmkmUAUQYTE9rqPWE90vV0rps/h88Ha9XSepIXTWDiGED148dda+e/f6yeXlk4szI1Xn+zg25yenUord8sH2rZQLbUzTtlpHddeOV+P5+WmwfrvbffPtq5OTo0leDEM/ALRdE+Zh6NuJOGqb/XK1WiwWz549I/L1vlqvl0brPE+T+EkUmThJqtvrOIkWi4VSEQfe7+osza3z+/2+absojqPgl+tV3w5REkdRBGS7vnG2d52td+tuv4dF4Ybu7ubdYnF8cjz3Ad4ZYSJ9dHTkyQHE2+26LEpFLhADOzBGB++Zue06ZvYUmNn2Nk3TETwioqIs2roZBqeNNlFERCAOl12W56NRCgAAQhRH9b4uiLu+AwApRDf05AMwBOcohLbr0ySrq4YdhRBOyzJJkkAuymJpFLmwr/YgeDIvd+tqGAaFYnBuNp8LBK01AWRZ7sKBl8XEI1I1DENnBwA4OTny3o/z2EbKp8mNUqppGgoBEEdQYLA2MmbUqoVAcaJ2293p2Wld17br4zi+v7tdTGdJXkilpDZxnDKw846IQwiDGxITK6WTNLJtlMRGCdEPLVBomjZKoqzIm245DIOUUglBISCAD8E5hwmWWbFZrggpUppCeLjbZlnad935+fmYOjdNkxZZnKUqicAOzvvVauUGz0R912uptIoiZY6PjpRU/dC6po6VYWalxOCtMmZwQ1ZMm66v630URSGEvuv3u11RFFVTI5B3PTBpJRbz6cu3b5q2yfJyvd5maWGdrevW6ESrOMtKZ10U5XkuEajvm2pX1X138excau0pfPjJp71zwkQxSG2SycRst1sfhAsYJ2WSTxke0jRTearSOC0yvBffvnp5/7Aahg61Uc4ZQz4ACyEGFYgECGbm0csQCREB5Ciu4QOsLiiEkdd3CB1IgQmAGWGUvjEeapLddpflmQZBBMyEHIxSUaxB2KpbCqFvHt7YXwy2Df/6X/3vT05O8rh8eEi2u9V6P01yU87SwHazWbZtTdZ1baulqLabTRwVeZkkZvewvb+9aerm6GgeG0HBbTerV6/effSDL6bzIyFN1W3affWjH/94aLpAYb/fSomL6Ww+n5dZvl4vBbNEcXq8QCnevHsH4CeTPI6jtVZv3r0WKLSR09lks1n7yr579+54sTg9PgKiobN100RGHS2Oz59ctG1L3m2qfT8MRUY6iR/Wq76zT7S+ePLkj3/4Xb3fAYVZmbd1NLTVne2Pj0/zYiYldm1DRK73RZltt9s0SRUismfPIU9SkKCZmDnPsjgywBBcQAU0gLO+77s0i32wfd/DqMLnQ4AgIqVk1QyOHBAAg9F6GAbvfZqkUkml1NAPo3xTaa20Xm82SkmttWfq7YAS0jwzRsWzZL+tQgiLxSKEMJKyiqIgIqqqJNHbTSWUAoA0SQVDHKUKRHCkpPSOQggQaOyhdG3XD/2YRAghkiQdAW3rrBCib9rUxH3fCxQoxIhWGK2btknTdLVajWMXsqwc/R2apoXAMLJGAhutO+9tP0TaHKheSFKr3/z6S0Q8OztjCNvtNs5S54fJtBh6u6qq/XpTlqWS+vb2VgGmZT5fTG/uruvNTmoFAE+fnL1587be75IkZmajlYyjNM/iNO26DoRsmubZk0vrnLN29GVw5I02Jycn33zz9f39chh65x0R2cEKLXdVe3x8shfY1U0UGy0FG3NycnR/f5/ncZZlIND1DgCiOOu7gQlOT093m910Oo3iLNZ2Wk5D4LqqtTTlZB4nZujq9X5bZOnppPA+1F2321U/+Yu/WN3dP3u6qLbV0IeiKAhQgNxudl3XnZwcMXM7dHmq6m7Xv6uub9/cXF8PfrCut3bwTCCEjg0IAKF6b9kRheCcPWw6iBIFCJSIIBCIPQUgJhgbHszMgMzv1YIAzIwwgp9YlEVkNNngOUgpJEoQGEJo2tZ6G+mobYau66ttvVgsvvwVnZ0+kVp1XbfbPMRGzyeTru/rqtJCtE335S9/CcSL+UwIvL+/PY8u59NJZ/vdbpfFBoQ2UmX5NEm2RsfOuTgJL5598PrNm6auNvvt82fPfv7zv7y+ul6t18v1KstzVEYYEzG8fPWqmE6KNHbDsNvtjo7m52cnZZq+fv0qOB+875pmPp/neXZ2dho8990wLUqJ4ptX32ijyAeJ4vW7d0fHJ3luivnsZBisc5pJpaZcTE6fnJ9cPAlMH338WVYWu/325vr6/mH15OnzSVkijhorWCwWSZzkRS6YSWqMtAoEIABYUAAhNTAMg49MNBaBbdMS0e3VbZbn5WTCACBFkkTAoGOzr2tCEApCCCDADiGEMJvN9nW93m/zWRZFESGMc2VHxQSRlwqUkZ5cWuS9DzqJozR5uFr2dV/t6zRLXe/7/VAUhVF6tVqlaQoMWmvXDxACW+s7O8vLMi3mxXS33ApGjWroLBCwY4FSK5Uladu0IYQ8S52zXduncZboODVJkZeCxbSchiFAgDzNt9s9CuUDH5+caRMTgiM3eCuM7G3btJWWWOaFtxaJyXn0EOu42lU2kFQGtQoCdm19s7xXsZmfLlBCUeYuuN52t3c386NZmsZRrIoyVRpjLcsis709Pzsbul4pQd7X+73tu9vra6PVdFJs726LLBMAI4eqnE5kEid5ZoMvZ1MfgtLRm3fXgw9JXvbWP6y2bd17S1lW1rvW9YNgjLQaZ2RnWSolAsBkNqvbJjDVTeeFjIrJpmk+/OTzOM7Jsxv61y//eH/3RutA1HrXeGellHXTMgiMotv10uSxilUSR7FQmTJ3L98kKolkQp5nk/lus4+j9Os//kFrCWjXuweQ7vrm1cPD61/84t//+3///7y9e3Vz93q1uQXpCT0L9kCWfB+8YwJEFgwStNZaKokCxuYEMTIAsQBABomjoAYP/0BK1AK0QIUgBaAAFMAIHtj5oQs0SImAzIKFEoHJqFiLWEBUJAV7vziaLO+vvGv+/u///cPt277Zn8wXXdVs7pftppYejooZWkpNHKy/vr49PjppB5dlRfA8mx5lacFoECNUab44uV2ujdH1fhtr2Xb13f21kBwnBiWaxByfnTz54Om+6XdtZ4qJSScyyq6vbtIoHZrB1t00Tn3dr97dRag++/AT4ajZ1GFwt1e3sY6ViZI0++Xf//3pydF//ru/ffH0Wbvf+364fvfuww+eP7t8cnp6+vXXXx2dH58/PX95+yZInp4sPvjkk7iYvb1d6mz+1avbtDx5/uKH7cAuCM8QmIVCFywjdX3jvVXOOQ4QQnAUjNDee0SJRG3rhAAUAMzb9bYfbJnl+dGCmUIIJo2JyMQRAAgElCA0IKJWGgCMkd4LrTQDTWeXY5uzKAtlEAQAkhKgpGyqNjh/fHzsHT3c3Q99f3FxUaSFd0O12VLnjZRxEg11Uw193zUhS8HHGmHfNRISrXWUple3byfFRGllrXWDzbOiG326JTZda4duNpvlRT4Mw2a73W13x8enaZqS98vl0lqbxolUouu74H3bd5PZ9PT0NIQwxhRiRinSIqnrvQsh+KBitVmvszQd+h6Y0zjO0+zh/v729paZy2nx4sUn3dA451CK3tqm60afq8XJommq6WIqGLTSXdeMA4rquiuyAkEeHx+3XS2EiCKTZfm+rh/u753zURQ13ZAkiRR6s9+dLE4AYV/tCULVNlGaoJaTxSzOMt5s4yx/XkySKF5vV5GJn14+6/reCIOEUsrgfV1X3nsTR2/evZ0upqcX51ESe+f31f7ufrnf7yNjnOvq/eZhebXbruNIP3/6/NnTD6vWtd10v2td6MrpJM/zbhi+ff3qR59+7h0LUN7B1dsrobQb7HQ6//VvvvzBZz9I8yRO1HIzdL61fb/fL/fd/X67CuQjjrUGIRRIQIVd14YQnOcRWGYEYqYDDwIEPI7hfPzvmC4Q85gp8PsbIMZB34jA7JlZIgMDogBggTg6mD1O5BJEI2gmQDCFMAxDjTuiIBUMtgWApquRoW8HLaQCtV9tizSbTadCyNfv3rJA6+x6vd7XVVrkk8ksSZKmak2cBRJnl5eOwmQ+ubm/WywW8+O5DT5OkrdXb6Mobpo2y0sTmc2usg+by4tLOwzWuv/8t39Lwf+zn//VcnlvB5tkxX/6j3978eRJ2zUff/oJIlrb3z88nF9eKCRmXq1WWZwsFrPwW7/f7o6ms65urq9uJrNJCPTmzWsiUlLo2ERR/NUvf/nhhzg7PgmMdWe//fbtDz777C9+/jfWc1qUUsnNZtO1TWSiyWTGjCqODQC1TeOIPGmtdSBum1ZrWU5yQABAYoqjOMsSUIAeCcEY03WdiWLngtZSCASEQKy1YgeooGvaIs0AYLVajfb5eVmU0wIRggvAAI5jGVkV26ofhkEzxmmeKPPm1cvFYiEIml1V1TvBPHSdlLKvKnl8zN4ZKdYP94iY50WWZiGE1WZFBIujhQNq23q7383skTHaxLFSggRKoyWT1BoQB2cLAKFVNwzb/W685IgIBNrBJmlaTvKusyH4OIq0ks4OzoWqak6PjyWKruuv3rx99uyZEFJqrF0PCFEcx2lqnW27Ls3ScpKvV5vgeXCuqZvZbDbi3oGZKDRdOy2mVVVpafrORsbrKF5td3mW9J0dnEcpPVGapr31QkihDPVem3RxnGzXm3ZoVSUfVvdRmgwclGAnICpzLxFjnSZ5UWTAXPetipMsK1TbdkPwQURRjqLpBj8iMmdPLqLEBKb7+7ttteu7PlCQCtbru6ret/W663ZVtXz7bvntN7/JsuLHP/rZxx99PptlccxKhqP59Oz4AoKUMnGhRRmZKF2tdwF6JWRgP1/MJvPMhma5XV7dXgmFCNQOXVftpRSMkojiJB6cHQY7DEPX9aNjDj1+g9HbZLwE8T0sfnAbOfgV/mmAAIADSPknPxEANDrHIQONFEAUMBIriJjDGFUQkThY73iogcU//uF3zhEIeX52OZ/PvPX3t3d26BITK6kXi8UYZkYtqfeeXIiU7ptWoDCR7tq6LMtX71717GWiZaSyIpdGsxIsVUDhAgkhLp48MUpfX90kSgQMX3z6UdPWy/t7a7urqzeBwk9//DNib32HEuPYiAZPTo63uy15n09nP/3RDxE5S+MsyxBxu9s8ffr0y7//+x/98EeL4+OLs7PXb97cPFy5wQ1tf7I4mU+nHGwcGQZ/vJjf3N7c3995H0IIQ2/LfHpxdrndboVQXeNWtFPz4yNUyAxSCmaOE+M97/fOoJRSHBDHJB5dVbuqjdKEiIQQddsskrjve20yqRQgAFKS5gFYIVZ1nadZ8GGzXKVpOptOyZN3XgtV5jkIGL3+BDFw8P0QRVFkIqTgnM3LjPw80rIVIAVEJkqzNCtSo0VTN3lRKIlaawrBde1isbDWbvdVFMcELIKMo8h7T0TTWUlEd3d3nkKapNP5pOu7qqqMMeW0kEp1XYeIwJCmKQLmRa5QOEe27YN1SqliMl2tVn5wRVIIVHVdKRRJkgCi96MflB+GDpHLSW6tt227qranR8euHwCAmK2zOtKBAiBKpaSWbu9YoAt+Nlswc1FOGHB3dyOViJKUCbO0GJyP0yxmJhYMkBeTLMuExDRNXdcIgZNJkRZ5nCd938dx7Jzru04pJVA4F2w/jO/uMNj9rnHOWcfECEJ6Iill1TZSqcE513fLzWq9XVlrhRBKIkMg7oXkcloUhZK34euv/vDl734ZpSpJ1fnpB0Kw9d1mtZMiXq02i8Wp90FrHSVxMS2EFsPQrXfLT37wkTRyU2+aplpu7nRspMTetoN1cRpb63prtdYYfNu1/tDY4vCIJjw2LL4LCiPU9f2gQDQil48/gfHrdyd8L6wIgQgACOLAtYUD8+oQR5ClVswBAIQSKGWWZHGaahn1tt3ulu9uTWoyRk6TpG1a76mclEfHp4O3WpuiKKTRY2Zyd3fz9OnTLI763vZDt1yvlVY//dlPq6oKWxZatt1w/uTJbrMFgev12tv+2fl5X+2NgiyJ/tPf/of/7r//75RE54fZfLLf7eM4/uDFc5Qgld5st/f3D88+SNI0ubm9iY3Rke5tH4CbuhICuq4r8iKO4vV6/bB8ODs9s21ndJwmbrPenJ6cRpFaru7v7h6+qH9wcXEaRSqJ02pfpWmyXC7rpsmLwjq739fM8OTJpUIBgJAUida6bhtAUBEW02JohrGbLARSCIjQD26z2VyUqY4UIA7DoJUcHIMAE2sAkFKYVI2mMoCEEpQWWZYxcxzFTdOQdaDV0HTguSzKal+1dXN+fi5QrNfr3Xa3cFMgJu/rej8MummaOI6bqtvttrPplIiXDw95mp6dnRVF4WwAgN1ud3F5WUymg7N930+n08XR0W69mcxnIXDXtVVVpXl28FZ2ziRx1TbFtEiKzBhjrWWG0Uu6LMu2bauqEoBAvN/uJpMJee8Gd3RyvLy7v726/vDDF5cX53XdVnWdZ0XfNsFOu6bdrpdaRojY7Ks+K8i7oXYi0kAEAgFx6HtEGHGR8clESczMOomMi6bzmdYySqYgcbqYE9F+v50fLexATdNMJrPODuRCGsfO2rauINCmbbNJfvvmXSLMfr8/Pj7h3tady9Osa1rvvQ9WZqrrOpQCJbRd54JXQjly6+0qcGBkO3R1U/W2CUQUPPcEwCpROs5DcMHD0dkZCJxMp//uf/off/2bXz25ePaDz3/ykx/9M5MkADSKjpM8i+NIxlIlsizy9cZtm+3d5nro29v7WxTA0ne99d4H9u3QlnrSWzsMvRCCmCiE0eLYey+YHRHTKGVmIQ4NeDF6KX9/VC/zuNTfBxGBgpiQAzATiO9FFwFIAHAYtMOICBIYQAAIKSXi2OgHlEIIFEqjVHebZZmXWZavtyuikOdZfpzM5mWa5PfXd0pH+6aZLebkOUnN4Ic0Sfp+yOKoa7v5dNa1jbNdtduenRx79gJx6HvrqGsHISQzo8QoVtYP++02+kgowZvlQ1kWbbXP0jhL4kA0m83ulw/fvnz56uWrf/6v/pvNbtMNVkr58ttXSRJ76/fb/Tfffvvpp5+mWbrZ7wbv6t1qX1enpycoxM3d3WQyNVH04uwUgPp2qPbV0fFxluV2cMaYYbBjnJ3P50mavH37brvdTqfT0c9ZSimFVNvtfjabSClRQd/1JoqiVOVZ0tUN4qFW64ehIB7FkSAhig0QSClRYRRFgCBQAIH3AcJYL4IUGhCUMtPJ5PWr12mceNubSMmmX63WSRRPZlMAaJum7buu78YxGdYHE8cijk/OzpWW4YaSOIujXEr58HCnTcIgmrbr2oFB5HkuhNrtdtPpNC1yxMhbd3dzG8dRcD4x0W6zbZoKAU+PT9qmbeq267onT45urm/63hpjiqLou85733WdtdYY460zSmutmbhpGgGolXnz5l1ZFLPZbL/ZtnWthBSAkTF9367X69PzU6Ok7QcnHRDPJtPIGMiy9Wajxp2QWCBut1tnXdu0Y/oQgEchbAhMRGU5cWRRQje0kY7iNK5u6tliro30tRdabNfb3W6Xx9HRtKz3QWnlBltkeZKY2WyGiFqrvu/9QNNyKqXqB+vAzdM0LzMVmb5pO9syBmIiT01fW++8d11bd7YjDMYYJTRzqOptImNA4XxA1mlxdBnl0/lRkmbb3Wa9W//hq99JFUfxZDbdVvuO/wBCKamEc/39w11eprvt2oWh6xpPTiLEWeLZ1UNL3psoFkoSMAETgCM/upCL0XpICEYWDDSyGRCR/yQdeH/7u51/jADACIe8gP70HDwkDqPxKiOgAHmoW0AAgEANIA4MTUZiAA6BYXo8S6IIkKtu09tGSL65fRcs/dVf/HMdx57pfrmKTJqmaZqVztn7+6VWOj45QcFD3y7v7p0PzX7/wQdPt9X2N7/8UhlNIazW68Vsdnt7a/teIJ+dPavX66FvdpvV9bu3eZ4vZtPf/OrLzW53dnFe5JPjo9MnTy+Xq/Vsvnjz7t3x8Wk5mf3H/9/fXj55cnI0Q8S6bYIAErjcrqRRCeSr7caG8OlHH+XTyenxyavXr1erFTMTcZLnd/f3URynSS6VKspJHCdKqiROpBTlpHR2WK2WFIKJZNs1f/zjH4TvXVe11b4CBBpRHgcQQCl1oJgwIAoUCABCS0BggS4QII6hwXahbbrRPKaphmABAiAgexjbnFEUFWXGApF4pJFKrUCCyeM4z+q+q/quPJqfPDuPy7xqWtcPngCU7gZX945BAioPUsdxmuVVN2yq9ur2zhGHwGdnZ7v1rt7sJcGkKOvdnrw3SpF1wXkpRKSUibUUIAFjbYhoGHVBgCGEEGjUcQDAfr8PTPP5XGtjlM6SRCmV5YVz/ub2XhpdFBMp5f39/Vjv5XmutGYmbcRsNi3zvK7rLM+ZOI4iGo2ziMPgkFAppY3uukEJg4h5UcRZHKVR0zdN33S29d4ul/feu329A2CtdW8HkGwi5dxgfQfI6/2utf0QXDN0XtDApJOYtGStnACRRCqNZBKREiKKSKkADIp1hAFd7yopuXPttt62fb3dLru+EgrTIsnLVEfShmHXVjIyXXDtYFlGKpqiKAKlgZPTJy/OL58fn553zr25eX1187ruNiYTra8s1VW72tUPvdvX3XpXPRAOg28sdSxc1W7boSUIIIERtDaOQgASAr1zth8CU6Bw8BkbHQaEEDh6+RyiwPdzh+9HhxG4FHhQnSBiAA7AgDRmDe8PImCWhzoEgEbvI1AUBJFgFsASWAAIR8GF4X550w1NnOpynlvXLldXy9XNZFq8fvOm7dr1dhOI4jSO4zh4b2S8Xq2JqB+6SV7s1puubzD4WJt+V+8f1n4YNApJ6LtBoeFAbdM93C4nZaalWN7fAXkOfrteXV4+YebZdDGdzEwUp2mOSnXe7/fVbld5FyTK46MTN7jVww5BF5OJZ+9EaL3NZ5MvfvrjxfFROZ+V89ni+Ojk7Ozi4kmUpE1nk6z45JPPzs4ui2xSlJOm6qbllAJfvbv6d//u3yFikeeA+PBw++2rrx4e7rXBcpqqsiydc1VdTY8neZ7HiYYAfdtJFMBg7WCiSBuJCqx3dVOXi5KBx2mdwYJ3oa37uqnLWS5R2X4wWstRcUNAg+sGPyvyOEv9zd3KrpQyQoi27yeLaXCeEY5Ojs0uIqLgyBgzP1pYF7qui9NYRFGSpYF4tV5eXD6RWnTOee+zItdaJ0XWbJs0yXabfXt7d0M3T58+HQ3srq6uETHJsjyNb+/vQ++ZKE6ToiiapkHENDVuGPqu99ZiFKdx0lT19fbq+Pg4L7O2rg6bD1Fsog8//LDa7e+u7m6vr3/6059V+8rE8c3N7V/85U+f01NEruvq+OxEmERcXw193waeFKX3pCOhlLL94L2Po5iJ1+t1OckZgtJSGalIzaNJXVdtWxmj66Y6Oz9br9dS6bws2q6N4lig6LseACZleXt7m5cTKWQ7dGmaGRPl5TSEYIOjnouyZAIW0DmbpnEIYdfu1tuH1GfbekNEeZ7UzW5fVU1XZUVCCN5765wjN+7DUkqplA8MQkhlXOC+6yBQmpa9xcXJxfEp73a7JMkYZDs0oa11HBNRVzdSClQQ2mG1WU641LFGzyCF7XptTG7SruvathZC2hAgHDAF6xyyQBbOBWZGRiEUEAd0yIL4Txb5mET8Kbjw3a9G+vz348j3TzpAGwgCkRkAeeyVeO9RisCgEYUULAIBM9O0nHRNc907iUIocBSurl7ZIZyffuAL6r07O7vQWltrV6vVk6fn01lxdDwP3i2OF7a3xWQayQilrqpqv69//ld/FYhefvtSo2z326PJbF6WX3756ziKUYg+hE8+/+KTzz5vmvbbl6+fPDsxJlqtdjoyAJinxaefftq0fZbm3oaGur/+m7/53a9/++7Nm08/+/Szz784OTsWSu33+4f7+yRLBcskoZvb29evXjdVVxbFfH709s27rm5Ojo5jHd9vq6Zuv/321WeffTIMdrD26s2733z5azsMLz58nqXm7VsGoDRNLi4vxP1q2TurtQaCtq2BYL+rht4NwwABBEhgmM2nAGDdIKUEPgA+02JKgR/ull1dn8wXYMGgBDt02223q4ZdVS3XzWaDfjACaV9P8vRksWiqPZEP5KRWTd24wXrrpJBN1fRVy4HzNGvbVihFCCEEFUdZmcRZuq2q7a56/uLZyfERAERRtFtts1lmkkgo/OjTT3RslNGzo0WcJh98+NzEcdO1vfXKaOdcZx0IeFivJpPi6eXF0PRFlnJws2lZ7Ta2bfq6+tEPPiM7XH/7evVwnyVplmW73W6/3UgUs3JSpPl8Pr+9vdFG76u9ELBZr7u2G/o+T7O3r96Eup7PjvK87K17/fZdMZmmeRlFydu3V3VVv7t613SVdcOrVy9/89tfbfbrq5vrbbW5vb+ShufH0ySLTs+Ox9F7q+VSC1VmEwyyzKaxSSOddlUXqbir7atX1+Tky2/fDb1r9h05EiA3qzUy3d3dKCXevnvV9PU3r/5YdfsgwqZ68NS70N2v7tuhZQg61p7Jee+YUEqlDaCkAMBCgJGokMnavh/2LrQOBkcuMHgC5zHNJ0IaoeS+3jV99fr116v1fe+79W613e2C9+eXl0JpChg8dr2X0oyNwKapAKnrWtdb27um6Zq6J48IGrw0IlYQIUly4GwInogRpRxHZxEAAQTmP7vx/l9g9gcMUwALBIlwMGT37B25AMGzDeACeJAAEhhDYAejubJt+r6xfUveCSbFuFutq129ftjc3a1Wm/r65t56fnX1th1qz8PieOLZbqv1Zr9WRiZJHIL9ze/+YXE8vb2/EYneVnWUl/n0aH72LM4XVzer7aY+Ojo6Pztl8n/4/W+NEZ99+mK5Xh+dnbWWrjc7p+P8+GJgkZdTbVJt0g+fv/jjH7/+u//4d7/+h1/3TX397urq7TsIdH9zW1X76XwWgB/u1//pP/3d9bvrh/v79XL1//l//7/ms5JDSHS8Wa5/9YtfbVZb27Qvnj37+vf/OM0zBMqiONLm1evX+6p68+rN0/OLf/Uv/5tuW7Xbrd3Xi2IiEJ88uajbZrVZq7IsUYgQHAUY0Zs4Tr33cZaABIVqLPIAIDLG+zDmZ27wAgQHpsAALIRwg9VaJcY8PDyMM3jiKHq9WSITcMiyFAJJJUFwWhQmeDggoEIAyPHzlNIoGaVF6jPPJBCyPAeBgQEEE4Ht+zRNd03trQPiJE8hABrUUeQpeCKhVVmWSRIPzmVFXogSiJumGfqhb1qyIcsypVTXdt66NEmUkFppJaS1Ps/y/Xa33++fPfuAiFxwzrnpdNr3fd82fTfMZrMsy/I8b5oqkIvT2LPrhkaoTEfaAFjv99VOxwkIwVL0bvAQnLeBvSeWkdRaayNBELEXBiz10LO1VnZCWuu9J8+DHZiRELTW0vZKGkQcXXB6b52zvR2yLCvL0pOz1g5D1/etkqIoM4aQJHpfbfIyGWyrjKj7/WBbhkDjqEIFAoUUij2EEAgP5TvTSDFFZiDvyPuRfspADAEBCIRUER8cjSkQjY6fACAEeNeFAN57zdx2g7DBBy+E8IGJPSIQHSbsMmPwnlkQAXkODECMAWnc3AEBBEAAQAQJOBYSAuBP8oj/5ePPipE/OxiIEZgDAHoAYPDECIhBIhKgYItCKESUqIiAAELw3pF3gRwHCr//+h8D+c9/+JkU0W5XTyaTpmlCcAxBAEmJeZEVaboMD23bGhMRweXlZRxHWmJbbwFoUmbIfnV/13d9FidJmmdlLqRe76vgdiwESGAKXVd3fR/H8XwxlVqcnZ4u7++HwSNy0+yNllpH1tpJWW53ayHgaL6YTiY3b99W++rh7iHSqbMhi6If//BH/+E//IfN+j4v81Ho+rC802k2nUyKPJdG3t8/KIGL+XS/hfXDMo7N0WQ6n84ipe9ublWaZd77DqV95LQaLQ/vpWUiUka2dZckSaRj5B4CjON80zgdW1MeSGjVdV3wfjItIdKoY1BWzzKdJQ5ZoJTGoLUqS4QbimnJgYL3gUKUGKGFFtoGa4NjCwo0SMHE1oV8HCc1WAoshey9N5FMkzgIRUQc4ObdzfnTcxHpIJglehohP+r7PssypbVzXddUSkC7r3bbbZkVdVUHCrGOALEf+rgzQohiUkZJrJTWkUln5Xa/FUIAkGc/nc/ruu6t9RxiE0utTRKH4J9/9CJK4yhOhBJEFKDubNf7oR4qL2xQriWHAwIwSQIkz56ZhBIyFkzoMbihddYO7TBYC8wjDuK8I4K4qYQAFEJrM7Y8iEZMgx8218H6bSWcG24e9ptqybdeKRXYW+uIaL1boYRd3aKEpt4FDAcrUSEkIwMgC5CCKOAod2IgAnwkD9jBhUAhEOC4xr7XC+TxdhiDhGdipuB913fOegBQOnLOCyWVUkpr75zzAQUjQvDsPTyOZ6IQmMKICzCG7x7igCkIQXQgND2CBv9kqf+X1v/3A8SfnfbIsxoZmt8BGSEwEiAxBBECCgkSAiICCmKCAOxD8OPVSj7Yly+/2e02H330UZYW+113enrc1PvffvmlMZK8u7t+t7q7uzw+myW5a6qhqnbV/vj4uNmtEfnu9t1kUpyfn25262fPnrR1uLu5PT0/r3e72WzRto2JTVOv226fJZkyIBTrSACEoW8J/GQ+7dt2cTT79W9/OzibFakW+Ob6pt3XR8fzVBuZpHR6Mp/OuvMuS9P/3b/+17/7xz+stpt311c/+PRFXmR118VFtt5vLoq0s61nNz+ar+7uZ0WhjZ5OJ3fX19b3re0nsyKJTBxHCkYne63HG+OWEkKwwxACCQFZnjX7RqHSWkuJfnDjzE2dKzl2p4JTErM8vbt7KIBnR4s40je396Dh+OyMKYjAqA1KDVIQ0VgaBu+Hvo+jiIi0MaLrre3brtZxGicxIg59X06Krhvquu66bj6fe2uBINLas9hut3maNk0DBEabyKjZfAYATVULgFGUFZyr97u+7cq8AOJ2V50/u6z7DgSqSCupiGhwznqntR6GYTKblm4KAtq2PTk/QyXarpNCWe8AoG6atu/2zS5OTJTGN8u7SVnYYJHYWueszY3OZ8Wm2TJAkOSDZ2QhhJaSiLqu90gCBbFjOOzDgVycpagU+4AspJSsBPsgFHddx5LFcLjiCUEwIItAQ9d1u3prtLHBBXarzf24LJ3tR6OhtExDoCgy46BwAhCMAMBEAdhTGBMEeGQTAMB35KLHhToaMo1HIA4hABDyYzfgsBSFD34Yeu94zHSGvjdJlqWSaHAueArMQUg4cBwOcY6JwDtmRmYWxI8r9k97FgAI+F8OA//145/CE+N9HohS8CeNUsCxeTrSslgQeoGCD1hpAEaCUc+BiFJIFNoYeXNztV4v4yhxvvfeSxwxVVBC7De71f1tW72ItHSDH7ru9urN6WK6eriNTLTdrrXCPPtISgkotdZt2yFw8C7SsmWeT8of/eSH09k0WNf1Q9M2IbA20WQ+b5rBWm8HV06nQog4igDA+iGNk9nz55dPn3zz7R/fvXtXVbtJNtlt99989fKv/+ZfZGlaFkWcJLumfvXu7c9+/hdN03Z9p7Wqm21nu9Ozk6u3b5oeq959cPGkytM4jgZnl8ulHwYLoEZL+GJaKIWMBIeSL0ilALxEMVYZRCQkCqm3611ZFAJEFEXMbIyhIYACwaC1DCFopUGAo0AWhNKRyVxvq7odvC0cdW1fNH3TNFmSdvs61qat6smkgOCCdd0wzI5PpFLAXFXVBIqh7WhwInCqI3ah3tZd148OUcaY48UCAJDY9j6WRkulUMTGYJZ4z966YbBJFB/NFyMeJqQsp8V+t+/aTuRjxZA9NM1yvWrbdraYG62AiRCUUlJK78NgexusjtQ44cqRQyGVVt77umuc88R+8I7I84CM0LhWGSWMYM/MDBI8hwBBGwXIxH40nBEoDp091FIIT8RKoJGaMAhALbIkpxA40OAsUfDeAzOAKGMtHDjnlEHAkKSx955FQIk6TkMgIbQnF8WGgZVRAQFGDP+xkufHg+D97goAIFgIFoAgpUQkZju6PDEzUfDOAYAEZBiDi0AiYFZSaaMFMjNb65wPBEIf/NA5ADMzMTMECuS95zDyoMa6Y1ys+H7FHpjUQhCF/42R4TFAAMJYOR3MB/Gx0/nnjMzxkKMXDQCMklA6iMSZCHH0A2MAkIggWILQRgqJSonjk6O+91VVxXH68UcfvX39bZ65sihns1kIYV/tJar5Yva73/1aa9G3dZHHRVFEUQRKCKUn84UUumre7evm4eFhMpkIIc5OzpnR9oEImZQbsO1ovemaujk5evawrNbLh587mM9PoiTZbddt3X311VeRlkqK5f0DBJoUZZokcZxud39cL1f3N7evX76KlP74+Yer+/vdZkNECng2LU8W8yQyAKC1nB0tNGOaZz7w4KyOIiG01nHXD4qIpEShARCSOAIAEMDMxkQYRRAIJUTGMPPQ91EcN20zKSdaayFgGLyRygoBDPttFRnTta33QUcyiyPvfT/0eZYh4Wa1jo3pm56t970NgxMJDl0/NN1mu4LgR1w5MSYyynpCgLqqjmbzvu3yNMMUJEOZZkqIPE2dD23SHuwAArdVtb5fSinlCUophZTOeyNNAIi0lojS6Mlk+rB88M5Z5+uu0cJordkEoZSKjFJq3C2lUoBiPp/3w4CIJjIg0QavtTZaZXm2229dsKtNe3553vSNb5rgSUZKsKz7bnC9UIIFs2BUyMSeAxKH4I0xIRAFf9gkxwRaqMH2QehRfwkSiMiTVUFpoQgpAIMEQJRCA4BgcBSkElFkhBB9sEDWxEaybPsuimJwLo7jXb3PIuNsEEpZO9BhvSAzA4KQUgH0diCiUS5N9F16/6eKBwAYKVThsLUDjNt+IE/ERP6wCAUHR9bZvhu63vb9kOeZkBKlYAJiGtkFwQNTYGYKIy1SEBPQnweI/1r58L/m+H5JMtYUf/LfPwsQ71/uYR7M+OiPEtDDQFl4D4Iws9Z6WpRd1wNjWUys9V3fd92wOD7f1RUgHp2cJnm+3u5dsEKhEBDHBoCns5lJk8EO603lA7bt4Bh8wO2uXq638Zvr3W5HxI5IK7NYHKdpFiWZ1rqp2/uH9Wc/kN45Y7TzThlpjOi6/WSaffTxh1999dWu2ud5/uGHHw59N/QDEWipjNYvPvywrevf/+M/np8evXj23PVDU+3q3XZ1dwsAm+VquVk7F158+OHdu5td2zR9Dz0xQjaZ5JNpgaiIyLkQCcnMjCSEBAY/uGBDmmVj/qmNQuTeOpPE1g+oYSxJhq5nYMEABM2+Ojs7e3h46LouSZLFYkEeFEuFUsUyWB9npeutlkZLmSWpQGWUSqN440KwjpmkVCYybrB106RZPlhrrev7YTGbSRR1VU+KEoVQkTFEAOAC7TY7iVIL3drOk++bVmoNDOvlJs+yNE3TLFtvNlVdZ1kaJ3E/DPfrJTEcLRKpReh4nGqXJsmBzMcEBNPZrOs6Jg7AUiKRR1QueBf8rtr3Q98NvaXQtjUREVKUxErLwF4LAxICBw6HVhwTcQCBigMAIRBKVIAIzEREHMZUBeXh4iNiqZTSsm0bZhpxOxRibPQLEH6wTGBiZa0lprZ3KAQR9X13WMQ4AIAfleCPVo3ASAeREoIQCAf7jPEnghkAw1j8e0aBcPBi4MN28chrJmYApnGWySipCe7gDemJGYFF3w9t2wshkyQeh6d4T8whhBCCBw4jaYeImAkAxjRjXIHicbHyod74r0aKf5oLjEdgAgAB+D5l+D4d+/1PmFni+xMegwkfcFHgcSjj+Ad0KH6YmTmS0eWHT5mgbfvJZKZk1Db26vbu6bOLAKJ13FjXOJvNyhCo6ft8NsmKXBpTTGalFNe397u6K2cLnWaz45OTs8uTxdGHH30khPj1L35VN105mURJkmTZ9e1NU9fT6ez4+CgrMxe6ONHHp5eB+8FWQtnl5uboZHb25OzN1TtljJA8nU3bTte7RkqVJtndze1yuf7JD7/4+U9+dn9zA0T1fltkeb+p3337Zgi+rprdehvHiRDRN9++jiJ9dvYky7NdXekkDgRKa0XkhsEH0iE4rWWMCQfuh965IJVC4giMjiMAcBTGngYIEFIAwTD0+KjXSLIMjWDm0XtOCNFUtRxHFSjgQEbrrm3E2BCJDEgZxXFZ5rssM1oOQyBPQpMgJu9joxNpNCJ5F5y3PjS7fXxyXO8rUMIYk+WZlJIQkOH4+LgsirquldbaKADo2tY7lyRJnMT+we2bqphPs7JQSiVp2nWdGxNmKRGwaZpqX2kpsywLzu/7ZTmbSwGeYOibYlrEiUnSOBChZM/BpLEp4s52JDHJ05FB7C0774wxnj05IiKpFBxEBFJr5QbHTCiUUkqiCEzBeyDq+15Hh+WKUozLCATGccYQiEbfRSDyIQBQSKKk73tG8BSMMcFaZq67dhwyLqXwPpgoHu32rLXjB+Qf11p4LPQPRTgAEYtx5vKBSuAQ5Xd+Co8gQAgBEQjFuPKEBD+W6gwQYFRhxzqSQkID+7bxdgjmYIAd/GgaiRwEsWfgA8IRHjUU+B59OCT7gHQoPZD+N+EQh5Mfo+EIeT6yJ+T7HEIIRBqLKz6Ar4eYMnLoKIRD1qAEAgPiSNcU1zdvfvCDT6NINfVecJQmKtKGSayWuyTOJ5P5mzdvg7968uTi6Giy26whkO2GpqqHvtNx2nXtMLg0Tr1z++1uXzX1bt/Z/ni+mB3NTBS9ffPm/Mm51sc+OOu7KJJxFDGT1iKKZFkkw9BpLeNY7feb27t3MopUpJIsfvP6nuCNFpqZyyi9ub37N//mvx36Xz+sV/N58er1ajYtm3YPWp5dPp0vTtIi/8nPfvqwXg3WGqlPTk6CtafHp2mRwhLTNB+8N1Gk+qFJ4oSJtZKRNtv1ejpfxJE5O53tt3uTJNYFH4KOTJrnIECieLi+i3UUyAVyscniWRoCdG6YCjh9cnZ9dSeUQi26oT85OmmaJssyZlqvV8fn50PTMGLddXbYXj57Vm836+12Op1adgLBtn2jd6k21HVlEr/nuKFEFHx/f1tOZizQOceHqzmkWbLZrCUKE5mxj0/ezhZTAEAJm9123zWfPrsEAW3XLdI0TZIsTceLoa7raVEyk1SiqSuisHx4mM0n3379bZzoJMmrZrfdrlgwCiGUZClACxLMSCQIAXo7AEBgYAYhlHMOEZVQBISMQgjUihmJGKUcW/Tek39cGYgYjcZchAIFeVZSS1QUiAU8ihIAQUhUQiBj6OzASHVXEzF5YoTO2lGoOiqZhJLMEAKNjYsQKMDBv5WZOVDwwXuvpBlTGGbyzMRAYwcImIIdUUKB4EdbWBxN3MZFTExM7AMzkLeDk0IqqYG8956CAw5KQL3feeckoIojJSJmZuTBtgIVQ+AACPAehBijEcCYjgIDAwcGZA5CCGZC5jHnevSDeZ/7wGOmA498SsHAAsaJ6BxCQEKtdZyly+U6z3PvXN0002kphOq7VgrNQN3Y9pI49F2c6BC8RrndblMTp0nWNm0cRWTp3dWb1Kjnl2dd2+13y4uT8+t37549+2jo7HazJ0+rm9U8m51dnNzf3fz+V1/+9//2/xiqbr/Z5VF2/e27fJrfvHr10UefvHnzdpcm89mM3TD0eHd/PfS19cPbq5cIfH31Ks/iOII8jZYPd19++Ys8y/7wj7+7fPbEDsP97f3tw83Z6cnFxVMp9Wr1ABhMnKRZujg6lULfXN/e3W0+fPHJ9fX1k2dPQnAh2C9++vlvfvvl/OL4xSefrTZ7JfT56cXV7VIw8MD75Xrcsn79m7+//ODZ8enJar29vnkYBqskCmO0FFoiIiqjDCCEwMAghBRC0OHDAB+Ie5HEMTnfOp/kaZrlSZ4y4+jpAwBta40xDAIIhJCIEGkNAvqhV1p1TT04G6OOsyQAeQ6dG+Ikboc+MBsty2L67vZ6MpmkWZEmkR06azullNT67v4+iePBDkmWJlnKzF3XDbYDhdJI1w+j5QGi6e2w3++jNEknpY6juuvatlVKOeekVt1Do6OImKyJ2AdENEbnWR5FBgLNFtM0jgFACmmMYsxJAQgGgSAFI5AYM07k7+sI/0RZfLh2/3xnGzNbQhjBMz7sSlpLIhrlp/goN3iPAjAHosfOIhGR11o/4mmAKP4X8nD+L5Xy3+XTj49FxCNhcRzuyWwfmxtMTMD83rAJAMZqnIB9CEQBwkFAJREDIiJKAVKiQmy7drCD0mauY4Wi9x4CSWFC6ICRmQ5zK5j5oL8+VGTfPXkeH4tGG2t+f8741rwPBt+TfiJilqddP4QQUEom8MEiSoVivbxPTZIYrZJkWhZd39i+SZPIBau0LvJpZCLnrLN9W9fM3NbV5ZML8mGzvi/zYvVw29b1Yj7/8Y9/8uknX6xWGwTDFJwbQnCD7S4uzparh65tm7bebtXFxbkd+t///vfNrplP5Xa98c4uV/dD17uh11pcnJ20XXd/d/P06TOttNFq761S+q/+6i/2u/1+s93tt0+ePF0uH+bzxXa7NdoE74lYaxXrJEmzi/PLxWLRtM1Xv/+Dd/1ms/vs0y9Wq40QKp1kRVl2bT3S9pu+qoY9aqGTqLFdMzTLu+27t1dAPJ9MQ9/PpuV6dX96evTtt18ro9IsaZv25z//yzdXV8rIJFapcyEQQyAEPQZwCkyBKLD1DpiVMda60FsE6X0PEoQAIZCZQyCUcvyQNptNWRTOOgaQUhJA1TQ5IgPm0ykJRKVab7NIO6aqaztr47KobR/pqA0+VXJxdGK9c9YxSmKO40zqyDnrvDuZmTZ8bAABAABJREFUnLRtq5RQkeraljjESQJGOHZt300n0ziKhJJD26CSPjhQoElnWdr3fZ7no7+A74fURHXXdyjHgkhKWU7KKI3X6/V0MffBp8ZY771gHacEARHCAbpifMTcD9g3/4mO6Ht41+PVzPwoihXMjEIcYspjPqyM9t6POX1gEo9urAdFE9HYbjiYLI73M2bFSKO1wZghIzIijkkKjN1IHpub4j3JgHFcimP1TQDAdHhB4zZw2NAPFQAzM4Xx4b9jN9Oom2DgAECAQgFiCI9NUZRCSq212+0b56QwSRwraYKzHMbH+d4x+tAifa/d8P0AMXZeCOCAGI6vQjACsxjNKcczEZhZCsGIy+0qTVITK2sHIUQ+KRQK59ykzIoke3h4CMHmeTG0jVLyZDG/edg0+2ZAKaVOonxWZLZ3UqjjfO76gYmqzTbYvu+bZ5cXk9nRbP6kbdUwRHGaBtQmi6UW+2Zz8uQocaqzDmS4W91/8NEHJo2/fvWy2uw+fvGxSvSTD57eLx8cBtRyfnyUF0VA8MRREtEW0qIwTVuA6roQxUWjHIKhILe7+odf/GRazrz3WVrW+42OIq0VBHKD3282Lz588XcoVnf3+/V6s1mtV+u+6eLFUdfWITgQ4uRksatM3e5nizlD2G2XkZaJQWSaTadGya9fvmu6/M27V5OjMsmz6Xym4+jd7T/OT87u7h8UsgDCrm5H3FZFBgAQJCGgUkIICAQClQRWepCOmY0xKlJCa2r6vusApYn1YbRE3+fnp1XVoABjjBAgAJDZRFFZFLv9joCbpomiqCxLrXVqdJQkm9VqNl9U261WJjotV7cPVVOPZa02GpTwnUcpkknpnCPy1nZtVzPz/GgOArz3zrm8yNFoGmwIYT6f76sdMFTbvQSUQsRZkjcpOWeUNkqDC24YxoFN4/ITSrXDkBbZUPfaxJ48M0XKjNgtMI4X4vsLHKXg7+3534sI393+k838n2gQ3//qsKVLge/3TwSmQ/eeEeSoQRCSSEkpR94AM+MoZMZDGYLIB9B+DB9EINCPXf2DdEmyCCAQQXgbaBwl8d3oWwohPHIZgQHHZQsACEKgfMwTxYHBzEzMh+dGEHhUQMGheatlPwx1tV896CTNldYIaK1T+k/flPeZAvHIqn7/y/H5s2B+pEMcWj8j+igfDWCIQIx/ioiYJLGOlDEmjnXf9X1TM7MAjIxyDoPrEDE4C+ww8O3VFQriEISWwVkLbaK1Ro6MWj08eOcmk9KYKDKRkvqHP/7Z8w8+bRvZ7Fy9tSGoNBrIsRva1fr+eDuLI2M0iiK9v39ww2CtiyIzff4sn2QncPbhJx+eXpy+fPkSpQSiq5ubOIm1MSbJnAtax3lWloV8+fLtdDI7PrmoW1s37dHiZBiGo6Ojh4cHqRARiyQL09liPgdePdw/bNe72WSeRPGHH3xwf3W13VdJkk1m5a/+4ReEYK0V4hOhsO16b/vf/u63H3/88bSYDEMXyWg6m8ba5NPy408/RskmNmfn5zpKysksS4vtZtf3VgUbXO+HzkZxRKNWnoGYlMIoNkYLhoggCAWRFEbnEAKQEkqCQBNJEIoYBaIxGgCElKhASAkC4jgChCxJBYFCcG1XbbZKKfZBI7x9+SpPs75vE22Wy2Uqze3Ld57pw88+a5tOShnFpu/7EBgQkiw1SQwSrB/Ao1RCKLGvKhPFvhtiHTljmZkHywIRMVIGCMFz17UjQwYAtNbBeS2VACRP5IOMx3oqVE0rjLTeWQ4WAoH3IjCDEjhWW2NSSwAMgogQUDAjIhGJEU9DZKJR/jrKkN6n8WNudeAmsXi/Asbvg7WIiAIlC4EiPFYGowOVeFwx4dACHDVIo0KBDjULoBDjUhaIctylx8kzzIAgDzgGj1x6gUIgBhe68XEQCUdCY2DyHoRgkACA44saGwsjuZAFMx1oDY/FFIXHOiUAjZxMZgAwURRZZwd7/3Cf593p6Xmk9dB3AAr+S8fjO/YnAZS/i6yHF//9iDweYy/zMQeBNI6qauetnk+mbOTdahlF8bMnT+fTMjLRZ5/8AAJVdW20KfK8quvehTRLp5PS+6Gt1vtqvd9uvF9PShwGXK1viyL9v/1f/++exNCFLJ29uDwGEmW8ZCZhybdD6LwhkJakouXVfVmUuYqFY+798XxRFmXVVZv95je/+83l08u0yPO8vL663t1cZ2na1I1GpVHZtrddn+fl+cXlarUqJ5OmbXGz+vGPv/jFL/7nZ0+f7vf7KNHee+9dVVVxHLd1d311czSfPb24jOJoUpQueEQUUn755S9/9pc/Yebb29u8TMtJMZtPtFTr5cbIRIi4TCNEMfRhv1l/++3rvCh1lK83229fvq2a/sVHnxb5nIP4/W//qMLgnLLB+XQ2IyJpFBCMfMfAHkAKAUAHdgwCR5EZut52PeQ5ShklUfDQ9y4E8o6VUsGBsxZCbK0VEO12O2SQQhKw1jpKjA5CKZUkSZKmCEQuRFEUJYk2JtIGQQghBmuTJMnzkshDIOeGKNK+79thEFpoaaaz2e3drRDYtebk6JgY6rZtu/bk5IQFdrYf7OC6nnwAwUPf7+5X5AMZwwguBBCAUozsZkYc7KDR6CganEWlApBQUggJAvkxwx0tyRBRoQAAx4GJBOF7Qo9EMV7F7xPy91fzWCrAIVM+AOKHlU8kUCgpUIhAhPS4iyJKBmACAD8WGiGEELR8b4UiAEYIAMeU5T1ycYgR41odf8gMKAHp0KxgQeN6AwAQh3YjMxMKeVhs/NhTeLzPsV0Bh17gY+JzADKAAzDROC6TiFgKNEY767um4cCzcpJGsdbyUFfQ93GN79qIh0LpnwSOx/OAD6kVIB9e8wiSjGFMALp+SOMEiFcPSwFwcXo+ny6yLBeIzPLZxfNh6PvubZYVs8ns6Phys2uzLPdhmJRmXs6WD7Fk+fbNK2RIssmPnn6clYt+COvNLoonhYy/+urraTmJtEYhett3ddfUTaTTophV9e7Nq7cnJyfT+UwJbZQGQm3kSXGipNrtdm3TxrF5cn7ORKv1ums777wRMs+zqqrubu63afXjn/zs7uFWaVG3u0DDD3/42Waz/ODZZdvW3lsm75xbLpfOeiEEMB6fnKVpjIir1ery6dP9fp+l2cuX39zeXj+9fHp+etLb4eH6thm6p+dPLi8vX79+27bt8ewkTmKpsJgWs8XcRCYMwwcfPHv9+hulwWj0rnv+7BkEqyKjEMi5YTQ7Hj8do5UPZIdeS4UcvB04OPKktUJiCRAYhmGw5KI0Zoah7zlAW/dZnHZN75xjBmcdAHTOouBiMTFZNJFzHSmGgFpPT4/TKE6zuK7ruMwgiSDSs8VRVCRFKJerNUiRpuloRdvbQTDU9d4YKaR0ziel7IdhMpkwIiolhJRKMvNo7pAmaRTF46YdQpAodptdliQOrJSSEaLEmNjs6wYAoigSQlhrkyztbBslSTcckFHnhrHbJhEYUQgkPvQXxnDxfhP7rkp/bBCKR7gBDlV9eAwyLFC877/LUbD2CAY/7omPkeXR9XBcPXDwNXhfqojHU0aTxfdljvgO/RCSmMb1DoyIAkYCuI5CCESeDufhOBN0XKccDqQoIgiMgIcQNw6wGcuC0TWSRgoWAoJHHLsNI2lCCjna/5F1w363jYxRSvW2f48+vC/XAL6Lqn+SHRzqnO8Y1++DCo8+tgwjZ2OkdyCCYCzixFvn26Espx+9+Gg+WwyDQ1RKyY8++QIAT04/dM4u71ZH8yeTOZbl5Pb69mgxTSN5PLuMf2hevfxmOp9d394cnZwdn5y21k2P4uOTc2R89Z++mtWzIsuSOI3iWEjtWMioiOKJdXB0chml8WAZUB6fni+Xtw/3D7P5BNhHWt5cXTV183C9bNrm9PwsnpowhKHvRUAlpBLi4e5+u1v2Q9MNrYlVnOjV+j7Lotm8qJodkXN+KMv85Og4z4v5dDEpp++u3yRx9Mknn9wv795cvd7tdmWZ/9t/+3/4H/6H/4cb+jIv6qahwA8PD+2uqprmr//mL1ebdaTSzXazqTbPP3yWTaOmWwFSoGo+Tzar9ddfffnL//n/O8v1x8+PVZJnzjnrnWfqXG+UiXUUpTEQA6FEBhTg2A5dsMRxLISIizTyLLRq9w05BqbRBxUAimnZdb0QEgVIJaWUl88vvXUq0kQMWqJWUisQwAN6ZFCapVJKOWvX281kOnPWRXGUpgkiNk3TtHWRF8Vs2l5XwomimKKEfVuXNAWB5WRCBMRknZ3MT5jZe++9L2fTcZDXyDDK8rzvuiTLnLPKGKFlLApttN/viVkrLbXq29okybbaJlnmrR//0Dqn1DgHAxkYwoGePF7NkmUYC4xxWMuh0heEJAAJQQISAngcp04yony/oAUiIAtUGI0LI4TAo84BpZDonedDQYFC4AGTG6lK/Cc0p8cb8nsrawTvCADFqNE8wAnyMW1grc0onRrRBwYQSiKitZY5MPCf7vOHRR2Cp8cGxPsUYEyshEAmASRGvEYIJaUWsQQQu/1+t9vFcVzOpuPf0uNX+F9zEI/PmkEwH1IvCo+oAx/oDMggmLbb5ctvlmkUf/HFTz/59IvF4vTk+PTs4iJ4fnhYFfmsadrLy+ddN2yWzYvnH//Hv/vP52fPjhY8LSf7zXL10H7+g6fPnye96y4u8j643mOWT4bB7vb785PT/9P/5f88dP16ufaejo+Py8msnMyc9wx4dHr6V3/zL4a+/+qrPwSWF5fP6q4Z2t311dVmvfniiy/KnKuk7ts+i9Prd1cfvfhoPpttN5t6Xz179uz87Hy33/Zdiwx1tc2z7PTk+OH2zsRJXTfPnj7r+q5rB2PiIs0lKG9d3/Xn50+ub99uq11eFE3bnJ2evX79uizKD198CADr9RoIPv744zxNH9arh7u7z3/0gxBYJRoRnevjKA7B/eEPr46OJy+/3V5cnEdGLxZTZcQ3r7+aHU2ETLUqE1NkrKUjiosINKRZ7FzQUgMLcuQtSY7TuNisdmz0wKyyWBillQmDVSgUgtYyihUKSLJIKBwJhUqJru9VrHfbSmj0gQCg2vauhwCojFht9llWah0RkZKy66qu2Qnw1W4tEb2zRV4470DA8fG5MnHfD2laLmZHu+1+OpnpKC7y0nuaTGbb1U6raLetsjjpqzo2RgBqLfu+W22WOlLppBCRycoSUCptHIX5fLFcr4rptG47AhjskKe5d6EsSyFEU1VaKe9DODTfEHGsOkZXdgieKQCglMooHREK6wGEQKFAKEA5bsOopIoMowQhWQgGEUaBtZBCaqkMoLTWOx+E1AGgH1zwZJ0PgdkzMoyKeCXEmE2MgwboUUmEQkllAgEKhUIFAufJByZGCsw+YGARkDyjkCaKtUkYFaDyATgwCqVMhCidc4OzSgmlxThnAiQQEpAnZwGIDz0PFmKMWYDAyIG85eCQx9YWIiqtjfekpBrs0PSNjpTUsh3avutGaocUQkkphRgVoQh8IIvynzc6DrkWSkAJIBAlgkbQSkXWkVJx3Q5xnDofmraRCrWBOMP71f3t/U2WT5ouLM6e3z00LNKj4wtt8ru7VdN0RqoRaU2iFFmIgOw5MmlZTIbBTxbHT198nMxmgw+T+eLo6CTLcsWyb4bl3SpP51k+XxydTeeLfbM/Op77YEF6E8n75Z0LNkpSqcx6s82zvK6axMRpkq4eluWkbNsmjmIUbIy5ub1ZrVZEdL98sM4uFovj41Nbdxi4SCZ5lL/59t3t7YqCJFJf/fGllul0snj17Wvy/PDwEEXRV1//YbC9VHq12by5uhbKEIjBeRVFRqXBo9bJbt9MZotvX745P33CJGNZkhWb1f7J6eVutScb9quKHJJTi/n5P/7um+1+AJG8+PSLxelF65wCDcKj1lorHD1Cx7o1hGD7XmutkygnbJvOko+SWGrlvB8GOzQdhNB0g5CyaZusLEliXgofvFIIBKOKMYr00FvnrRu471oKoWl7KfVYSSdRJFEoAUKoyaQoJ0Xbt+WsTJI4TSPvB6Plfl/tV/ssS8rpdOiGuqoIaLKYmMgQ0Wa/LSclMPdDr6Q8OjoC7/b7fZZlBw8ChOB81bZyv9/vd9pEfd9LreqmMlHU9733vm1rRozSGBGJA4CQKJUiKWUgMboPPfbhRugPxx1sNCB9TH0RhfTBArIQCngcKnvQXxCwBEQUOJLycOwQhziOx/tx1qJWBjGAE1JJSczvbVolcxjTFiEEsABBj6UEIEohBHN4j0fAY/nDwN56FMwghZBaqigyBAql2jtPIJhx3KAfidiH10Lsx3bmiAuMtu7vN3T4E6+mA1UCDjqIEa6RUkhmllKOwi3PIXgPQCgkHFIaAAAhkB4xr+9XFvzn1YZ4zIxgfIjgSQpFgeI4Hkcfn5ycPCyvq/32r/76nz05/eDp04//6q//zXLZTCbH33zzbr/rsiTO01QrEyl9vDj64MnT6aScTWdPLp+IwFoJI/FqGEwUrTebxGdFOSUQbds1VSMAtFT7zZ5Jrjebpm5Wq6XWHwPQb3/3Zd911X6TF/l+t01i44Ormn3fddW+Ojo6qnbrp5fP3r579+b1m9OTU2e98/7Vm7dZWvRdr43Z7XYPy2XWdcw8nR811oXAINXpxZPZbNZ1/Xw+/8MfvkqzvN5VRVE83N2nRU4hzOfzJxdPlpvl/cP9MNiTk5NyUpZFGXxo++GjFy+UEqenp13b5ZNiMp3987/5l3U3oDS+H65v7r0PfW8/ePbi5PRYGRlH5vjkAgRMj47z6fzo6CjKCgUDuK6TnsABOe8HDsFFxnRtLwTyOPACASQ661wIUayFBXDc7PfzcrpvOkT01jORd15NSutdbBLXWiXl0Hd5Pun2WyXVevUAgUBIQd4IWC63eXTKg+09IYc0jROlBPF4UQZgmRiskBHsYCHQbr3Lymyz23V9GyBkeSZRtE2LiE1d+96naRrHMSI2XTcupMFaIppMSikVSCEEeu+kPLAF9vt9MSnt0AuF1toAHGUGhWRP3nt4ZHmMq04cSOaEiAIVMzMGIeT7qdNELKWQkvrOHUa0jApHGjWZ/rurH8f+Ao/rn4gjY7yEgXoZSEo1rs1x28QRZDyk+QKYGSVIFiAQOUAAAAkSEcPIDWBEkIwEiIIFCmbPwIACR3qC0YZAvcdQR9RgDH3v2y78nVbi0E9BRO/9SMg+gJqPO7xnQuYROTxkNOOdSwyeAEAp6ULo+x4BC++jSDMRH0ANHkHTsTEE3zOH+Q50wO++fp8RRkBKCaJgtLa+Yw5RZFar1fn52V/99b98/uTjbgBmDIEQYT6dCSDyfuh6O3TLZcjSdLDD1du3VbXeru+ub14ZqS7PL4h8ZPT9w72p4yfPPzg/P6uq5vrtu+D80XThrFcGb27e9V379s2bz3/40dnZ6T/84hdVvX9yeZnl0XSaR0YJAWWZT4q8rrenZxd935o4lUo7F/JyMrS2qqsf/vDH09lsvVw/uXhKwIuj+dDb6XS679t9UzdDxwJt8LUdhqFbKGEpiMhEeZbkWWGnwdpVtauaunNDMSmfP38qpJyWMwBQWu32u75vV5ulACyLYr1d39zdhsCO6Ec/+8uZPG7rpql2Ok4eNpvOOhvCv/sf/6fZbIKIxbTMZtumHZJ2WG/2ChiA2Cg9NE1wXjAMg/eemrY+OTnRWjLD4PpiVtrecoOAIIVEyW5wURQJAK21ECLS2gcPCALQKL1bb7IkqesqX0y892WeLu9vi7yMIg0UMFC9Xtfa1LttcFZrrcQMgPu+jSLDCNZbAKi7dhiGtmmeXFyMmxiHMJ/Nmr6uqzqKozzL2n6gQI5CopKxhO67TgjRDwMza621NmP0SpJkOp3o2BjnjNbe9gIKZtZKs+DgHSJKKa0fmAhAjPoHIQ8F/djne7xOEVFIIYVQTOjRjk1HIcTjPPFDCBg7AXiwI4Axa2BgIUAgCim99+P0YCIQBEIJFCL4AIwoDpICfsT532+niDDOrR5/TQgCpRQSCVgQshxxQwRUSgsJgEooJcQIc1IIYSQmv3+q71Mk7zzxobX7CLv+eesRvk9iOMjGv9MzjU+Q+UDQFEoikbMWAvVDH8fpKPAIjxa1zEBM8hFDEY9ZyvecpP7Uw/4RmkEEgRDIIjAg3NzeeOLzJ8+eXn785PLF3e0WWHVN1yXttCwWs+nd7VVwLjIRMydxcnR0lOapflCb3QqRBtumeRwbo5UosmS53V2/fTuZzKaL+cnJ2dD103ImBb5982o+L5797EdHxzOjRNP2p2cnH8SXu92uaeoQPCBQcF3bFEUeRxEjFuV8u9+X01mRF11vvXfE6J2z3nV95zlM5jOh5eZuO1j7wccvkjQtJmWSZXVdEVHjfRzHT589QwCjTdt2l08uX337zfi57Hd7o3SSpE3T3N7exUmstWaicjrdV3WWxLu6ev7B8zhJi+nEOr/erJ0n1w/T6XRfVYlJOea27i5Oz/I8j+IoSpMymczyWSxj21gFGoxR8NiQFwqZua+bKIqiSFvvtFSoJGgwaBbJ3A0hOB+BEiDYeW+dVjqOIiUkEQGDYADmpm3SOB7anrpeAhuthr7N40QhOMDdZp1EMRAFZ9umiRIToMzKnIVo/SDSaDabeevbtk1MZIwZAbO2bbuuyydF33SbzWY+O4rTNDAtFvM84+1q7aXL8qwoit1u1+93RVGYOA2B7h5urbVnZ2dRFNu2Hfo2VoWWahStE3nrLBERBWRBxCTHOWFEwMjqEZx/P6blvQOSABYjtQAljsOAslSOK9D7wOhQgAQhhBICmEe3lAAAArU2kdbaexo5UkodnJjGhmGggIAC8ZHpfCgl6HtrF1GMnVAEEFIIJTmQCIKIGJFAMEipR26mQikPdQ0F770c7R6F4O9NowEA5924At87WY2T0w/L83teTO/DwfcjRgB+/wQJAaSQjFIGAvAUBjsECigEjJ4LzArFd+yo7+UOAgF5nNErviNK8fciBZAPwcRx3zRpmjL7r77++sXzj4zOOcR9C7fXq6HD/WZvZNy3TQj9cvlQZKnWcr1eX9/d7HZ7GemT0zm5/vR4sXpYMvl+aK9vbpRWn3zyUWfdZrOZTqdlXujJrG/armqc7SHkkdSz2ez6+ubt1esXz56PBiKb9RoIZrOZEHh7e933MwC8vrlN4kSbZF/vMyGJ4Or27oPnHzjnpdGeeVfv0jTVxoDEpq33m22z3a9u7gOFoe+Lomh31buXr88XxzS4rqoECp/2tht0nJydnAoGZH64e7i7uyvK8uOjT5QQTdtNZtMsz5I4ubq+qoduMpteXF5aZ7UydnAPdb2YzP7hP/99oY3r3brvJ0WWRWlkonrfVGYrLJeT5HJ2qsCF1WYtUXVdJyI5NrID8NnZCRFVu/3R0QKR232139Vn5+fe++C9kjJOk8Fa5338SATy3rMnAHDOWevG5py3NjEJCJHGmVF6RKGaujlZHGstuzTpvQUlWYgsz0GL65ffngAcnZ7adkiSZDabwRSllKOeIkmSIsuqJJZKLeZzBhi8YwalkRBMEvVDG0WmLCcPq6X3XmtdFKmOn/bDIIVcr9eCgYiM1HEcKQSB2LVtsA6N9BTIAyMJIVAIBjBinN343eSFR12wQDz0B4UQShoAAEQhlJEiBHbWAgzsxj1QIhIKAPJjAY8IQsooMpGJmrYfw99ozTnSGfFxhDWOqQLQmIAQjuYNKA9YBjAcXFmU1ogjZYsI3ME35XEblyP+IcRoPDdWDWMIGM8ZawoiokAovutNwHtS4z/JIP40RjxGh/eZhEAlFShFRFLrKI7Z+8H53tkoioQ8CFf5kQL5/ejw/gY+UjX+yUEMIYQwvgdjNQUAP/npT55dfnx+/tyouN71mXFnpxfnJ6e3dzfVfp1mycn5SVmW/uswhKHumwUeA8D19XVq4mpXOeeN1JvVMgCenV08e37829/8vm3b5f3D+dn5evkAgb74/PO2a1arlUKRJHFkksXi+N3Vm/v7+5OTE8G4WW66qsGjY+/cu6t3gDgpy2fPPvj61ctucB99/NHt7d1f/uXP71fLQASIb66v5vN5KcXR6cno5Xl6ejKbza5vrh/Wq3I2jZJ4vHQBoKrr0+OT12/f7Ha7zXLFko9OjnKT7ra7kVUgpTBR7EKo2vpi9kQCssB9XR+fnTZd+/rVKwphsVjstmutP0IIPrg40klsJOC0LCITrx+WS3d3/e6trZu265QLdr1e5nkJAowxFIInX5Y5AoQQ2rYFXiChHexuu51MJjJW3hMIzsvMd0MUR9JoAlBSCCF6Z40xtuuFQGm0UgoAtFZgw/HiRCvlLSOhOPibm+nJichiIgpSeKWUkj4cjI48+8lkKoTQkQGAtu8AoOs7JgrWO29DcNa5JC/qpi6zHIDiNLq9WqlyorVK00QbwyGAEHGZx5CBp/v7OyVQAAaySRIHCgBMFKLIyMgAMHEQQkiliT0BKaXBMzOLA+HokWuArFEDAOLoFD92eQWMU0MgkARFEMLBgTkQsQ8MYTRBGCkn46G1Gkc8KaVGsbb3QYyERyklIAoeZ0b8/9n6jyfJ1uxOEDufvPq69tCROp8qgaqCaKAb3WBPGwdNtnHH1XBBoxlX/NNoNisuaDa06SHGmpgCCqhCPVQ9lTp0uPYrP3m4uO6RWej2Rb6XkR7u18U53xE/QQhhlDprdwIR+/BGtoNdACHoPaH7KYkngKTTnuzKGEYZ5xwI4W5HRe9KlR1bzFrvLaEUuqXsJ8vUf3n7pL/ojgHjd1676L0H7EQoGKPO7UaVYRC22FhrjbEikIxzcBScQ0RKdkvch9vDX/7lFpTssvXubpQ664RgRbEOA/no7OTFsxeRGLaFIoEMRZLEeRLG3rrl/L4ollk/qaoiiCTlLEgSXtYgWLVSggfWuDTJkjjt9XuU0rKpfvfNP//56C+reksImd3fnh4dEnSTybgoaqUaoy0hCJyrVq9XGwDa1m0ap8745WrtnA+5pEibqj19dL7ebmulAKh1XsrQAVHWdk5u+aB/+/33nbnkZ1981hv0F/OVIwCSgeSFaldV0VgT5olZLTR4GkpHSaVaKhgSKLdrpXSS9hkVWtn5fMHYqyiKx9OJXczevHkjZdDUzcsXL7ZlWRTFbD3Ps2wwHW6LjUZz/uTcOVe1TRQGd7N7FrFQRKtic3xyPJwMojgWcde+xEme96QUHREDEaMkXM5WURCA8+A8ZyweDFTdSCEQAK23YMMoWteNCALgzKPngRRSEkI6IRbKGFDKpLQGAVGbJolj8KRpG4fIhGyVknEg4miURsZoZbT1aLVLs7zclN564kEIfnlxLRjv5b2j8+NmW8MGSSh6/cH93Y3TFhCbugmjEDisVqthP+ecBmF4e3MTx3GaJKppZnd366oIw3AyGg97fc6494YCDYRojO6CPM9zz0j3QihjjDFnHOxJSjtCym41sPNoESLsglYILqXkjHcUzapVnlC6F5QDAOetc85otZM2oEgIw64NcTaOE/QEsUNtgPctIZRyjt7uChlEoLvL6KgZwCgnFCjv4FDegd/3856Y/yqaCex1EAgXQDl00i+dF2Yn/tIZ11iL6CghvsNF7XSoke1UZHfTwz/8k5BP3Cg+TR3OecYoAnrnKCGMUUapscZ4CwAdcMbta4Tu8emuTtvlhYc08QlK6mFAAYwyBGutEZLd3a+zNHn29MUgH56fvQRPtTJJkuRZSggRgvZ72WSay1C2WimjZSimh5PWWMbZar1++ugxRwLoW23uZvPzs7OU8rq14HExW2ZJL02zXq/39tWbOIqyrL9aL9Rmk6Tpj//ox4RSo1pt7VdffhHFYVO1j5+c6dbyQDAuf/TTnwxGw1//+jdv374bjAZpllpn0jSZzWaM8zTNsiz/9a//8cOHZjabpXF+c3MzOTj49ptrSqkIguFwxJlU2jAunz9/3rYNZ3y1XmaDjGJ2cHDw5s3r777/5osvvggi8fjJYy5509S3s5lDyOL8l3//d3ma3c3vnj179r/+zd9IIW+ur/MvXspQVqqer+YvvnhZ15VTdjQYVtVZmmbL2QLB5b2MhxQA6qqm0GpGSBqHMpSqrimF0XAIBsvN2qgWvSuKrQwEUPDEV2Wxmq/yNN+s19YYGSebplmsN1lvQDlvGsWYuL9dRFGS5j1tHQINAonOB1LMZ3fKtDe319bbWjf9w6H2bj5bAQcRyDRLO5HXTCbMkTSMrXYMWC/NKZDb67tqVS3ni17a85WRjJfbGpA0VZOnaVvWm/s1B8qZ5Dyompoxtt1ul8tllGXew3g4UY1Gi01Vo/d11apWA1IpwyRNm1YhpU2rjbaEUALUKIeOMOBOd/hm5wnxQK3vHBkoEmY8OkDCKZOCS84CygJCJVG69eAIJ0AB0XtnvFNGN4JhByTijHY+ydY676FuFZNcRpGypjWaB0LGEeEMAZ13xlkPyAQXgSSMGvA8kJQzD9QhOCSEcRlFcZYhMOeJkFEcpQDUWU85oZx7oEg4YYJxiUCtx1a1Zd2WTeOcN9Y0Su2Z5jv1WviIfepyHCWEOYfWoTUePQIwSpl30NU7uyqAkk4oC5wnHpMwJB4pUskDQWUoI0GlU5ZTYoxqmwqdoaTraJF0JsUd5BSIBWIADIIDT9ARdBQ8RUqBsH3y9WiCiDeqbNuq3G7iIPrxF18dHx8Z5ypdI/e1LR1VtSkctZf3V4vNerXZxmm63W6rur65vry8fu+J/6Nf/PzD1YUGKJW2AF/++CdvLy+Xy9UXn39pG/3Tr37az/uff/YFEPb85WcyTjxaY+3R6UmQRMv1xjF4ffHeUw/ME4EOmsXy9m51fbe86036f/+bX9/e3f3iT372x3/2C2sNonGozx4fHxxPVptFWRdNU//1X//1v/pXf5FGSVs1ddGAMtT6QdIzVTtJh/04F569+vbVf/6f/ucsTgn41WoRJ2Gr6uX6/vL67fRoutwsf//NNwdHB6vVJorSg/FBnuWC8b/6t3/17//qf/eLP/p5KIKQh3/1l//2qy++ZLSDHfjRZHp1e9c0+vb2rqyqPM//+et/Wq0Wh0eTxfzWKsUJEPS0qRtjbFGWTVHt6smORdfN5YxRqt1B4AnEWVKVFRAiGS/qqqwrEUgRyKqpvcMgCNBDIAIgEEQRetBaG+O8R+ecsd57pJQSRh0iWmSMBUFgFdR1W2yatlG61WVROG0p41mSSCa9dQRYkibdUW+MqepayjDPM87Y7jtFaRiFURx57401hJAgjjsAtWoaZU0chP0sZ4xJGXYj1W5cZ4yxDhFRyohzQSgjwJxHjx2imRBCOGGUUkp2MlmUUsYEZYJ26G7GKAHKCWXAOFAKXDKgxDnbCUshOHAevLXWgHd7wHW3zkCtDewlIaWUUoaccc6ZlIKKoMNNWueM9cY711HpKCHACOOcMxEEQkaSB6FMgjCijO/HmYRS8N4brSlnhFEEYncabtgVQd3wsdtRdhmBUrbT5nxYT/hdfnRu9yGi9zt2OTDG9v7vn3YH+9tum4M7Qf0Okk3ZDjbC6a6lopRQBI8dbhs/thWEICFAdhL1sCOu0z3h3iutmrocDvK6ro8ODq21vWzACDdO397fODTnj0+TPFkuZ62qHj16xDkfTUZShEmWU8IRCedMKQ0Ekjx36B1BFgaekuFoouxOerssKqtdXdeLxWK93ayLQltVt/Xh8SEXYtvUy9X29Pz8+PQ0zhJEh+jDgAeBMEZba3u9/P3lxS9/+auO+LvdFlma6lYbpbfrzc311cX799eXVzeXl4yyQAZtXa5XKykYOL9ere9ur23bSMYpwtHBgbc2CcPHj5/0+r3ZctY01XQ6DeNgMBwKKf/pt18zRtMsq8qaUUEJD0SolCZIVotlJ709nkz6vZ7RhgKlSI1Sk8HwaHrw4c3rD2/fON0Kghzw5HCq2+r+7pqA41ES9WwPkRjrZMA7dAxHHscRYcx4VMoQQlqtHSIPAy44EGBCePTeW8ZIp2KqlAqCwBkjgwARwkCo1nrnGWOEc4K7qXgQhd1alFDijOOErVcrwVmrWsZEVTSIaK3yrWrqmgupren25a1qjNNl6bRR7OiQc6GNUm3jtInCgHFujGmbJonjKI7n83kQRVxwwhkCMCmYFK3WIpDGGsYYAhBKvfUWvUPPg0AI0bEau2kd7Jd8dCf1TPff2511ZLcT5ZwJISTb8a+IgCiMWq21MdbaTiWhu/496IiwfewR5xylUkhKGXofBjEhxBgF4ARnlFLnhHO+U1VibNfaAN0hkSjltMsTlFNKpZHOOW+7kSQF4IiI4BC7rYoH56y1BKnzrsM5fDpf+BezBvLJZqFLFrtRIqUPC8393fDhd8m+8Oj2zV0j4NF3ktyUUCGEVopxjhwfYBewJ7DBfnm5a4x2XcxusoNAED3sGC4YBqH1tbUWEb/86ssk7j06f6S1TtK8lydRKO7vbjfLGYJL06woSs6F5MHNzd3RycnJSZTluZQJYzSJ4/F47LTTuut96JdffrlcLC+uLl6+fBmn0Wg0uZ/fbYvNcDicRqEQ9N315brcKG9drXvDvmBMqebq/aWkwBnPs4xYUyy3TdFMRwfWmOVq5Q1Jg2S1WtjGmkZfvHnfFGUWxcQTp1RTFnGUcOoJOAeWcrKuVh41AIqAZnkkg0AK+f7i3c3NjRD8pXxJGBdBzJRVrcoz8bM/+oU2ptfrEULub2fWemvtarnStuVCAEAUB1bbXpKWVZNFqbCgiwpr3RYlNTYgNJVBxfhyNru+vkz+5OfL2Y2z7mDY5xDI3nBQbiprDTDuvdfaWGsHoyEhhPMAAYAzNACUAIX+aOiM9eiDMHTea629hyRJ1ut1FEV1XSdJoto2yUJGCGUMKOeCee0I4w4hCALOu0EheO8ZY21V944PEFHIYFFskySijJV1sVishsNhlqeApK7rPM+jKAKA2fw+CERvkCVxDIiLxeLg+AgEBcT5fN7vDwjb6ax2i8NOQAEBlFaDvHd9eZlnKWVMCEmMQo9t3UScdSdvB+nbibsQ4r2DTykOn4YB6Ypd1g0LHyIqjLi21uOugX8IpC4pdEcrpZRQzwAIMBmEnPMOVEUIscYgIgAVnDNqPffee844644AwqzvEg3rcpb3AN47gowKxjQjiOgppR1qyqNw1lLGHi541wkAWGs73OTDOtM56z0wShHAo+f7V9SBoDoqlwfS1RH7suIPvDABgFAKuCuRCCGUEdjTXTlnhJG2VUwKxRinFF03TSCE0AcNyI9v8u7ZOz2vDrLBHrj3jEEQZsV6RQhNovzHP/5pFGXL1ebJ+HA2+2HQGxwdTSnA7fX9YrEotwUB6g3eXN0eHh4hwmK2KLdF07RSiNntLAiC+/v7MAzaunUOmaRZPwNO3l9+AMaYoL1+Zq367W+//dFPvzo5O4rjWEbRDz+8HvRHTV0eTo+/+e3XkeT9Xi6DOE95URt0XjLmrO3l+atXb7S2gYy8849Oz8uyBIsHoyljLEmSKIoQHCFwen46GA5ub2G5XAVhoI3eFJvZ7K43HBBCwjD4/PPPW6P6w2EvH8RJvlpuxuPp/f1sQdenJ6cf3l0wxuI4pZRyLu/uLpVp4igaj0eB7JQNAQAOJwe/9v7+/n69Wd9cX1HnXn72HACatt1uN/eze6W1ta4sy1evX1PTaq1tq4121lhrHVImgBAeB8AZCwThDChQzoQIuidotOqwgM45EQYiFB0YkRFaboumaXTTggNKaRRFSilrvdIGEa01QDkSwgUvt6VVJgilEExwzgiJpIjCEBHDOJCRdOA8gd5gMDgY5oO+CGWUxnEvQQqtUQgOqRehUE2j6goQBnlPN+16sURl+v0+ADRNW9d1t3IL4sh5D4waoylj3ntCdlRi55wUcrem3U8l2T6oujD4hHqI+xOVEIKMEfqHGaTbLXy8PzwU8F0cWufMrvymVAhOu6aLcsZEN7rrKgJttHXe+908jzFBKAfCCGGcBTvTeqDdIMBoQymRUgZBwHknJG27/Is7NCThXUO0TxB1U2ujP05hP4E6/dc1xSf1wh/E8IPWxh/kiD3+at9tEMZYt5MRQjz8K3yCwNqVZP/tGyOE7hDcn6hF1E1NKUdPt5umKFqjiVaolLfKqEY77cCBt5imaSjCKEqKorTWcUojGYPBi3cXpjVpHEUyapomjpPBYJDnedbLb+d3RVMlvTzJE6AIYALJz05PTo6OBsOe1m0Uhx2fbTKdDgYDAJomeb8/TpM+JUI1mnOZxLFq2/lyWbdNEAVVVVRVYYzRjQYHk9E0CqJe1gtFgIhHRwciEGVdjibjoizjJANKRqNRliZBFERpMhz1KUMmWZJHWjetbpVRm83m+vomCKIwTL/75nuChHOZpHmW51VZMs7TLJ1MJtvtxmjNOZcB35RrZVrlNQgaxHE2HCSD3vj0OOrnvfE4zNLh8WFvMsEwHJ2dPPnqC5anXCnFOsQ8kQ4RrUnSVGsNBJS2QkpKKRAgVMRJ4h3UbZPGSdLL2rZ1gNPRyDrXBQblzBijmlYIoVvLCI3C0DuPCMY7LgOgTFAaBEGv17u/v4+iKB/lnHPVtJvNhhLCGNlut4NBT8ZJFEVat9tiHYWJtaZpmrqu817aNOVqRYzRzjmt9fHx0f39fVy1URKPRqOmadq2DeIo7+XzxYJYAox2qWpxP1uv11yIMAjKqrLWGWOp5JTSJE025RYBHCAD6LZuHjpVRg+eEPCf1A4eCdt9rTsj408Cp7OE+TTMEJFSau3OmKXLHV2HwrpUxXd4JUKIkAIRKWPWuo4DwijjQjBGOkI3A04IexCecQ6xM0wlngAhwBDBGGuMRqSIqI3usBIW0XmHBJpaVXWllQbgOxcpupsdEILe7TTgHi6+u2Bj7X6E8TGkgdCmaeETANXDfeh+aPlQvHStAWNUcCGlpIQ4MIjYqUt3KE/YLzHxISt9kho62ekOwy5FUJWNUb6p9NHheRT0+vlUK1ZXNstyxviHD1e6bSejMc/5IOutlmvnHKUcPfb6WRTKvDdkjBKEuqzX67VzVlsXp8nF1SWX4uL6igqqrd6U6/K6IBTTOD47Piqa9e3d3Fl/N1s+f/nZcrlcLTffq1fj0biXpkkcN03VKhPFSX84CLL0bn4vQnb+5OT92/fb1cZ5/+H9xcvnLxgVi/lqWxbFdnP+/PHl1QfnfNbvlUX11RdfRUEUp8mm3IRh0B/maZ4Axarazufq+vb68OQkStO83z8+Oy2q+tH547/5z3/z23/6PeFsMpkkcTydHl5dXw6Hw4ODg7qqGOdhFCqlri6vTs5PF4uFjOR4OlK2nUzGB9PpP/7q77/84ksion4/Hh2W1pO0N+4P+iKacWCcB0EiBed8uy0deiYpeAAEa0ycxM55RLDOJnECBBDAA4qQMx53uo8cGACEccQlo4x2B1e5LbI4YZQRQbnkzMiIS+c0EEIpTdN0Pp8jotOGU+adQW9V3Sir0HtlTCylEAIANptN22jvfW/QX6zmfZrHcRLHMUAYCNk0LY+iplFNo46DQHLJEsYYU0pFcWyMidM04Xxn8Q7o952w38MHH2p+znln9eDQgwdKdqpQ3nsghMIfHKfdL1JCCUVKif/4T2ANWGMfau+uAKEMrDHOO0II7RalOyUkTwgKwdFDq1pELmXoHAJAFCXdPIQwIkQH+qSMcIuIQAkCInQTCkfQO2u9UapF69q2ddb6HQfEOecBnSUNGCW4QAJNq5q64YJzzsEat3Pk9V1UG2M7oBT+oezNQ8p4eB+6N+DhPXnAWlH45Lf2tVd3J4++MxCljEnGHaG20+7qcBzdk+5mqUh2H5AHALKjpZF9piBhGJZlaax7/vyLly++moxPneVBkDMaLO830377+OxJXZWXlxfL2eqzzz8fDQacUO/t9fXF0cmx9a5uitvb21/87BeHhwdcBGmSIWKUJMcnx6PRaDwZhWHIOQ3DwGpNKVx8eG+t8t5uFvNnT55zQu5vZ7c395ywLIqvrm/LPB3meVlVjdbrYsuCMM6zKAubppIk6I8HdV1FSRLH8bYsvvrRj8MoOhGPX797nff6g7bpDwdtq6tKB2Faa+M9VmV9N7u/vr5armav3/xwdHx8fv7YOdOocrWaZXE46Pfevbk4GB/82Z/+xfmj86Zpm7pumjbLnHOuLMsojAaDQRzFKk622601ilHwVjMCRuvri6t7SijC2zcXjAZlWQCwLBvFYb+15sP7u9lsQY02zjnGBeX72o+C4AIIAKNxkgghrAVrLeNACAgu61p5BzSgYRIBQlGWHjGII+AgpOhc5Zqm0c56QCqYpwCMEs6sR2W1MtoDTg6mcRxba2UgoyQZDIYd2yLNUtOqtqqEEL1eL0miKAryPKecGG2sc1EUp2na6w3COHFIVvOFCILRaEQQlouFqhvBeMTlfDarqiqMwizPjDXeujiOJ5OJccYBAiWEM8oZAGijVdtyLhiliOit8977PbC6m1wiPCjPAeyriS5HfJI4wCMY04ksYCeL0IEUuhO4m1kSgnvSpPXecc5lAFx85ERQyr3DMAylDBgXlNCd4DRlH49ZBGudUqptmqoqi7JsmqYqq221rdvWe9/JpzhEKQXj3dDBKK200c5Z720ShqEQnNO9VJVz3n/CySD7lc3+1tVLD+isvTLUA27pofmCfRGBHekLPw4XnHN1Xem2RdcB0qQQgnAGjAKjSEmnGAgfkZQPO1ckhPhus0GQEKJaFYVRGIZ/8id/HASBUe33339vWh2JIE8TSmlVVuChn/XDMGKMFdvSeB8nWdU0xjnKeZzmMoxfvX4bxakMoqzf22y2t7d32pimbauyros6jpMs7Rvr7+5m7969r6r26PCEANetPpgehkI+efzk9PQ0y7KDw2Pv/bIoPCNHZ6dnj87DOFK6mU6nWZ7N7+7zPJNhqJwZTUc/vPp+Nru7vr4MAuG9n8+XVaUG/bFHkud9bdV6MY/jeHowyZKEUxII+fjxo0fnZ1kaV+VWUnJ8MBoOelLwYS/79vffcEZDIdq6XC7udNtW283hdHx/e/3rf/il1RqdAeJ1Wx8fH19fXKH3nTOuc+5uNgfC/v1/+O+OT44Hw1HbKG+9kDKWkdMuCRLqvQ8DAQhtbdIs649yQNistoAgGF8sFlyIuqjyJHIWjHUijLiUwKCqdFm1HjFMQxqQqqqdhcFkPD6cBll48vx4sV2JUBIGSLBqCqB+MMpb3VRNRQVVVnmK3RcQCE2StFYtAERB2MuzMEnWy3kQBYyxLM/SXqpblWaptT5OMhnH26KqGzMcTTVB7bVx2qE9PTooi029KWyryvW23+stl0skAEjbVkcyats2G/ZpICAQBnxZN+PJAWHMW08BwCMF7CgL3lskntFO/ZEgoEdrve7qfymZ99ZYY7R3Djqppc5arixK5/Ywc2usddZ6rayUUgpGKTirnTMOtdZVWWybpq4qYzQCgDHKOcc570hciCiEiOM0S5MolIGglILuPI6LbVFsynJblJuyKspms1jNW9M49IRRHgaEce28Q6CMI0VPPBDvnDW6Qa+lIASNNa33XnBKKXBOOefOO8IoEAZI0ZPuT++9MYbSzl7HAfGUAaGI4Ky1hBAA341jGKdcMKDo0SI4QpEyYN0Yl/huyRKIUNU6CVJrvXM+SbJGaR6EnlBPqN/RQAhjlBNCCSXAGBMI1HmklCGCsYZQ1EYh2surt6NxxoQLInj5/Oz68vX87kMWBXq7PRmPbm8uq6pgFKw2ddNQyqzH86cvPPCisflg/OVPftabjKkMwiS9vZn38pG3GLJoebcq1qVR9qc/+kVdtVq58fjor/67/3h4fM5YDChU44wy4B0lOF/cKdPWuk5HfR4GSBkCJknS72XlZju/vJc+ePHkZchjo61SynrzZ//qj0fj3qNHB7O7i0dnh4GQTd3WlUmirG1L0xaU+P/p//3/evXd77I0asry9upKF823v/3d+m7+8tHTdlssru8u37w9Gg7RqGEeu6bwutJtEQoyGWU/fP87wVA1xdMn51Wx7vcTq+tis07iYH439xa//OrHlTJJr3/06NGby4tStyJNVuUmCKVSTVtVr775/fzykumGI6B1qJWxzhinAwwE4957b4EQ0uv1Asm9d8Z4ISijzHjsNm2MsSiOqCTEcSDgCTAJoQ8ZAyIoABwcTYNQOItMkiDgQSi0NYiotEJEwQVlFBHbVj0cVuD4erVVqpUiIoTWZaW1LrYFZawsi36/L0VQVZVVLkkyRPDeUUMnk0kShKbVzrmDydS2el4WADAej4lgCFC7WjC+XK299x785FCMpxMAuLufN3UNAHESdxY4O10DuoMhE9qxoeHjbWdPg8ZY7z2jjHvaERG9I9bhw4qUccoo25Uh3rsdEQMAwTnHvCWcUUZ8Nxyl0GUEAN/hEUx3PYQ6h90iggJYD7pR1qGxxjrdmdkhuI6ssZv8dVpw2HG4wGIH7MDdxSN0yrO7BaW3DyPYLql1+5QHzUxKKRLSFXf+kxHmvmr4rzCU+wUq2SMsHwac3bK2F2SM8yAIwBBE5GEYpkmUxBa9dw4ser+z0uoYL8bZzhuQAKGEAQXqeffNrIrNH/3Rz85PTzklgRC9fu+rrz5v2sY5c/byuTZ6Op1uN8XjJ4+3m613jjEWBDLv99D76WSKAHVdTw8OXr9+PWAiiiJGyHgwpMCcMg4NWry5uu31Bu/eX6zX26pq0GE0Th+fPzmYHqm2/f0P35w/flxtt9PpkDKI4+T89Pz29nq5WHjvKWIvjO6u75RWo+Hk5Ow0lPHt5fV2uTg9PYwl+//9zd8vF+vx9OjzL3/STzMAKLbF1fsPL56e/fznP7XWvX79w2I2T4LkydMn2816cb949/qt1ub5s2deu3c/vP3w6h0l/M/+5LHTpqrK2e3tulgr3Y5Gg5ubSxlIzrlHO5/P87xf17XR/vTkDBw0ZTPs98fjcRiHy+WyadokS8qmev70CYLnjApOQ8m/+OwlDYKAdOQCITjn3Z4viiPKgXMex4IxSOIAsXORBcEZZxQcMCCBFN1Oy6odEo6L3RhrNdtwypz2VhvwwIEyQmzbhJw5bTp5IOK8rpVpdVPW4Lw3FhEpZVrZtlX93qCtGm/serlazReCsiiMmrLy2pimlYzrqqYesyhO4tgZWxTbzWYTR1HR1EEQWGOqqgKEttEUQUpZFYUzhlECFstVURU1Z0xIyShbrVYPI/pPvuQfg4HAx9r7IRK8R+u8s+AdeAfW+KZpjTXWGY/uoeT23nnvrHUdIKpbMXT6cpxJY4zqbEiNdfajRksQBjKQUspun+I9WOOdc3VTV03R1KWqW610J2S612vx6J0zzlprnfbWoPPOWG936MaHFwh7ghYigvsIiKB7dtanLUP3V7efU+znJw96nJ/mi4+jiof3CvaJhnEuhOjShda68/5ijHUeqoEMpAy4EN3r3XcW3UXtBzeEUcI6tGvA5bs3H+IgttoFQZxlfeeg1VbGKYjAICFBcPb0KQ+lMSbv97y3ZVVsN8v3r7+/+PC22M43q/lyduOtKVbLSPBelqyXi6Ysy80anQFnTVPP72/BumHeQ2/BumK90UXFPbi69kotb+5HWU8ihoR///Xv333/Q7st1rPZ7fv38+srW1URl66tN7PZ/eUlGDPJs5CyZlssb+/n1zfr+/nBcLC+vy9Xq3K5DIAcjCeEkKpqtfGD/igKM0DeHwzTNJ9MjhgLrKFOITgmWWQNrlfF3d2sqOv3FxdvLz94RobjiZDByaOzrNfP8r71GGV9B5zLsKhVXTVpklttmrLSVT27vb27uqnLZr1cWm0W8xWTAZOB8R64MAgiSXiSxB1rMAolMPAOCIM4igHAOg0gtdZxvNNNbFsTBqJV6DwYY8JQWuW8h/VqrVTb6+W6VQBgKqu0Wq+coKxpmzGM6m2RBKEqa9HJlhrrjdVaO+M7LpbWum1VEMgky4w1bduOD6bdpkPrkjE6Go2A0tlslsUJZYQRuL+5PTiceuIa51TdEI/GIQCURXF0elLq9vbuLqpqKWUkA06Z1WY6nlhvbKvmt/dMcoYQBWESR23TxGn66RoPdz6Nf5AjPkaXRyHFrjRwnhjqHLatquvaOmOdA+edNcYq67RzBsHtRvKdwIxDY0wgQ4Dujgq9d93kYh9U3ajyIY67JTaiU0o5760xnbP2gyIUeucB0aHRrbXGWosOAXYrCYpAKaUIgOA79Tjn0fvOjZcBIUDcjrXZ4bp26aAbsu71Mj+uMD0A2c81ESm6/b8SAv+t9SellHPqKVWtAgCldVeHGq0BwDorpTAGnGfee9gJVwMgSsEY5554tAiks8kkFNjFh4s0SV8+/yySqTf4/u2HJMit9ViVcRx9//33j87Pg0pIxr/79tsvvvzi0elp1uuBPbZ1nff7IaW9KEAtbVt5qyhxSRwVAYskv7+7T9Lk8v2HMAi0MXe3N4/PThut+vng9upyvdlcXl2VVdV9b9M0Ipwq3XbHddNWWmltbb0py8OqLu4/fPgQBEHTNPf391VZJml6eHgYheLN998iwIsXL979f/7z3d3NbL1RShHBGWOzxapt6iTNpAyECNpm8Q+/+s1f/MVfDPrj46OTpqp7/aGx/rGIh6P+fLEYTUaUUyAkTbMsz6qymi/XnFEPQBi3zhdlSQgpyyYKw81qZo2hjMVxslqv4zQ5ODoWkSSC98ejJM+t8wzI0fl5sd42znNCwFivlQoCSRGsMWCZNm3KY91oJ4hqFSFEtW0CuWldKAXxaLWx1qEkVVlzzpumNq2e3d0LyqIoqcpyOp3e39yHaVauN4LQqqzCINStyno975wxxjnXti0ijiZD0gkiAcZxTBllyLVxhDOPGKWZtT7LskarOBCcUS6ZVg2l0KjaeXd3d5OmacB4kiZNXQNj2lrnXJqmtiwZY5xQbxxKFwgZy+DmbjkdTXpZZr2r2tY0bZ5kIhBl236MAbIrGYBSdPYBtvPpodpppVlrCVBE7py3dlere3Q78VxrcR9FO7NMQh04j95Z360PunUgImJnLuEAwAPptP+wk2Mz1jhnwHXULO+dQWd2RQhBcN7tEpcje9Y2eN+plDvnd+Jz5A8qiA6LQQnhnH9S7HhKPqpCfsrmfCgHyE6FAtx+79s5WnQdit+nCdw7g5C92HdXeQRhEAZBRyolBIwxxljva875xxpt93Z3AAhCOMG9izyhlHtKKeWM/as//dPT45M4CLNk8Or6Lc+Fak0+TIf9vqlb36pXl69fPHvu6nZxc7dZrtqi6Pd6b29uelG8vb0PCbm9uw9fPjdavXn3ajQYMopxHGw2qzgMmrLohsOMkCiOW6W8Mx6Ah0Ftm4SkQFg+GdRW11bPiw1Lw6AXW0byybA3Hdzc3Dz58sVqvihN+/jRE+9IkvXKK0ujqHdwkCeRBby5ugjSfjIanr98Nmp1Ph6uVqvBeNTLs9nt3fXF1Q8/vBoOh5ILRFKUdVGU7FQwLurG1I1Bh3GURnFVN1V/2B8MBlVdJVmc5gnjvCqrMIlOH53jhw+9Xm68e/ny836/f/H2NReiqpXjRIM3be3md9/98MNXP/5x//Cg9r6yvthux4NhPOTzouRkB3vv3NOgbRqgpFWKc04YCwPJOW3qulVKBiYMQ0Ag3RTKWwAw2sRxHMoglEH37QkCwRrGJA0CISRjjBOEJI4BIIqiOAxlIDv2HuGMEsKTEBAYgAyDOEtbpWQggRLnwTn0iNpZwtn7N2+++OrLyfEBoquWdRLw/rDPBEPELMsk5QSgVQqcy3u5tnZblVEU5nnujd0slpKxfpYbbbabDThHoZMigQ7fZYztVoO400wjBNATIJ9UyA/h0QWPtc45JIQBmu6w9fuQ2Meh62bxlAEhjBC3R/sw2Hvwedc9idv/orfOeb/jfQABRG+ds1Z3JrRA0DljnfXOobOmW6Y6j94CowCAzlPwlAJjlOwGAfs63+/KjU7tgVJK/K4R2LvyAEGglHyM7O6qOgjmgzAG/lf91yfy/5Tuntd1Qw3i9+mvS4HeOUfC0DknpOgKDcZoxzfvIGm4d+XoFO4QnfeEEKAMu5FNx1BP4/jo4LAsy81m04sHFEjARYPN82dPLq4v+3kyGPauLj8o1RwdTubzORBvrQmjEAAoEMYZAERxpHWbpkFZrAWFqii81ev18vT45NHTx1EYqlafnB7XVbVere/v72UgozgYjkaT4yPGmWNwt5jRQMhIPnn2ZDKZ5Glm0RBCiqq8uLx0xua9nEmxmq2ICD3SqlbbbVFXFROBQbqpqsFwDJRvq83t/R0iRkGYxYnT2iptlXbajg4Oe3mfMaGMsw7LuqVMcBFsq/WHy4vp0bBpq14viWJRVmY2v2VcqFYdHR99/Q+/ras6jMLjk6Pb+7vVapEmUX84iuII54sojofDYZKnBwdHDtA7fP7seZ71TWuuL2+ePnqKiJwyDhQ4ZyFIxqizFgiRQUAFZYIKGTIOLOBtQ6SQRreEdHLpO3wuo2CsEoJFScipsNY6bbz3YRAAQpYnzvgwDEQQ5P2e1lomMZEyShMeBu1cB2GIiIDQqiZMoiAMGZeubdM0ScqaIvBAOiBK6dYapMSi52FgvSGBoKHIxj0pgjhOCCHGuoAL731RllmadgjF1mi2LZIkMcZaY7Ms03WTJokHKItCaR1EIWcMrVssV1Ry650HTynpWgvvAIn7tKl+iAr0XmlLCGGMdLNA773RHQTeoLf7mAdC0CN2+ChKd4c4pZTRXXgYa5x3jGJXaTvnACyltG0VAGA3j7TWWkv3I0PnLdo9lNvbTtCBWLLbngKC92Q/PmSEYmfIjTvDvl0e59w596AVg4gUCDIK8NEH9GGm8FB6dJrUuOdx7WmgH+/5kCAJpQSRUtrx0xCxI5V3O1PnHEfevW8dWqwTEO0UIrpqjdBuVOJ2sv/IKAWjdd1uCWAaRXESHhxMJpPRerXYbtenJ4+ejPrG6eX6zhjdG+eDSf9uNROU9ftDEggkRIEnkdzoNuoPQYbjo0xGZEImdV1PxuN/+PvLKA5Gk+FgPOgNe+i9qrUyWhsDlDjvojhGxOnBZNDLZRAuVsumrYa9fDgcvn77uijWz58+v7m6Pjw8CAJ+f3//+NGj2+vbPBs0ddvrQxynUoaciUTKYr04GB+lUXZ29lhr5xyCh8lgePHDN65pqbPPH5/naay1pYTON/Pjs7PpdHp4crytK0dgenqcDwfetm/f/KB1EwaBMXmWxev1mhEWhXw4yKWk280iSY+B2DSKXm9X9/cyEjLpD7xWs5vry5u7NM8kE3rbGG5rKn1pyqK4f39lHr949+7t06fPqAfXScV0kGFKaRjJNE+E5IxRa/agYCnqplkuZgDAKeOUESDgodN3FYwbbcD6umyaqpZcqKoWcejBaWccWhZIi+iBeodACFDStopzCgyatt5utwBAmNDOKq0IQBgEhEKSJGEoqeRBEJyenKimLcoSAKIwQuxWpMQ6u1gsNtutyNLeoF+UZafHfHp6apW+u7uhQMIwcN4Jzo03g9GIRqHgHBG71YkIAx4I45y11mFHdYBOmX7PvXw4TBkg3Q/tHOys7sA5b7RRWulWWWOcsfu4QvD4AOLuTkiKpFvu7sc6SimttDLWGGO1Nlq1WqvdpBR8J2PTCVMCoDYdEcyi996ZTj/OWqt0q43usolzu92Ec47xj1iNfQx357ZgjKEnD6wKQghnvBsBPPzQ72kXD5nxgd/ZaYV477z3nyIpd28VftS8hJ1ulfXODYejXq8fR5HkAgCsdcaYVjXWam/1rlsin2AnGeWcCyG4IIRaZ9qmKsrN+t/+m383Hk2n0+OzsyfjycGTp0/H42EYRZeXF2dnZ0rp1Wo1nh4cHh2tNtvx4UFvOMoHQyLkYDIFwUfTKTCe9TIHWDeVUiqOY+99FEYHh4fdKy2rBhj95tvvgLF80D99/CTOck8gz3rokHNujAagQRwLwfv9QV21jPGi2Aouhv3RZrWOZaxafXJ6+vT5cxkEt9c379++2662xjpngRD24fJ2vS61MscHB3mabTabs/OzrJe0TWutFYxp1VqrOecXF++cM2Ek16vV+6vLVqm835seHSrnZBBkeU4IlUG4XK1XiwVBeP3q1cvnLz57/sIo/fuvfxfHURiEs9ntqx++v7m9md3PinVBnJeEU0uM0gEhm9lidXdnm8bpRlL65vvvt8slpZyBx7IsobM04LyuWrBQrCtwQJGCAQKQZbFWajycgMW6qBiQSEa6NUmYogEhoixK20YdTQ/BA1hnG10tt3ESZ3liwAInDuB+uTRuV8+GsSyrbVOVURQSRNAYCGFaxRkHDsppYJD14sVi5o1mBMNAxKFc3N2GUUg9Ugubu6XTDgEHwyET/PUP3yOj6aBXVNsoCQlgIPnBdNy01cHxQZLFhjiQvNUKnMt6fWV0UZWt0g79YDg8Pj8le/KycUAZRwTBheCSAu/2FIQwSjuJSiJ4gIhaKWcdocAEo3RXAiCiNto7G4pQyBARwAMjlHQaD97uRKOt10YzToB4750x2u9Wod5ZrU2rdKN0Y53eoQwYIQSJdxQ92ZndISAyCpx1jIVOAdaDR/BIgTBK0BpwlgIyAoJRsUtMO1NPJASBdoLXTFBExzlnlHbylbsEAegAXIdQYDvgCgNCECgQgo5QZGynCuU9GO2Mds46raxWriuREB0hyIVgXFpPCAhE4r1nAOhsKDiFzv7LG2eUbrXTjiBwAcg4C4hH3VaB8ABtFPKjw6MkyR6dv3j69Kfv3931J6c8jMumYoxQYLZGVHSQjItNU1c6jDNnAahYrYveaPrmzYfFfPPu4tIhOISAy8ePntxf3zXbOoszwcLRYKxaXddKtSpO8+efff76zdvBeOIIVca+eXuxWG+A8apuEXhRVBZAhDFh/NGjJ+v19nB6/MN3rwQRvTiv6gYJ8RQa1Z6cHh8dHxwcjZIkisJoengcx9nN7SxJsufPn6dZ4nyb95L1al2WzfPPv3jz4f1stVxsVqPpyKILo3Aw7C+X8+nB+LMXz26uL9+8ecN4cHr+7PTxZ6uNPjx+dvHuvqn8l1/8XFWOY/D8/GUgw+PpUSACwYPf/tPXL168OH/+pHUqS3uBDA8n029/97ubDxd6WwoP9zfXwzwLBQ0C5okKQoqgONidHkFXPgghjLOdvSMgWGWZFLuTB6kxRgjhvKuqxlqbZdlgOCAUilUxyHLOhdZ6Pp8nSTIaDaig283GeQuUAQXKGJfCITHG6lblea8sN6qt6rIIONdKGaWRwP38fjQZGqOW84V1liACQr0piqIYj8fUo1oVi5u7k5OTJAw3q/XT5y902+R53zprjI7iKEkT731VlHEQjiZTrZWqGweYpJF2WimFznHJh8OhQ980NXE0ytJYyigKrTfYaSV43wm9d+qPhDACwEjXZvNuFAH7cZ7RHSTBMUa18Z2nOSI6dNZadJ7s7Xyd8wQogAFCAAlDLrXBrhj7F9wHo+CT0gUAHmCUn9529nn+gcHwkUbhO5c+5zxa9Iw8kLI8AaRNUwGA812xQzw675wHJHuQ9m5s+tA7AEEKH51IAbq/ISJ0dl+7HgQfChBrd9YenU8X51zyqCvEusvzDnau4Oi967SwCOsEdSihhFNkeT+fz2dJLPq9wXo9GwwHHKlq8emTl4SExaZsG6Nb5dHfze+vrlUcxacnpycnx4D49s3bzz7/TBSlRR8nyZv37z+8f5/2shcvX7RKK9U2TZNEstw2L158ppWPg3S7LdOoTNPMe1xtiqMzEcXJydn5/XxmraeU/uQnP3XWfnj/PogkIeRP/uTPPlxdlFWltX138fbP/+RPenFKPamL4vjgmFM2PTycLxezxUzKgBAfcnFXLgVn0/G4N+iPq8lsNrOoKaUObZplvdFAJslEiOl0ulovr3/5y6Kux9OREDKMXaVq423TtkfHx1eX1//wD7/yaEejEQJDT0ajqbOuqZo4SY+mB//j//N/TPP03/3Vv/u7v/tVluaPzs4pY2EQZll2a+/bqg3T6OXLl0+fPfvuu+8+e/Fi/NOf9Hu9q5u6Q+o+fnpe1lsOHtADY503dwdkpQDgrHMeqqYJ0Hu3H8VbV9YVZQwpsYCWOM4ZELDOGkQgjHDGpTToW2vSIHLWIiJnDAhwISLCO0pf22oPcHR01LaNNbYjKQRRyDm/nd0CAqeUU2q0Gw2GAeV5mq2X67ZuKBCrja4bU7eCMK3by3fvT85OgOLN5bUQ/G4+U3V9fv6oqsq2VUmSKKWM0kmWgeSNasu62m63vX5/enjQGr1YLp12XIiWMdcaoAgMCHoA2gEBnfGEdNg+BuAJYbAb3Xc698R7b72xdhel3WKiC1HbiVs791BmE7If8llDCSOMOmsfPLy7h+0qdu+7Wf5HQMG/GAog4l5O0j108l2CIHt0FoL33UDEf4RyAzCy87kgD3Jv1nafIZIHgMQfjCEBYLdifPgp7q0A9msT35mAPChadtmBMWq1tcZwLuMkoZR44j3Q7mkMOoLuIa+RjjDeSft5CgSU1oEQgQidwdWyfvr48zxO+73x06fP5nebarPZbFbffFvVdSkFj6JAJFxDo7ChEazKRaG3ldkabJRWw2mPC8I4OtR5P7E2VE3jLZabZjI8NMYkaR8Ql4tVFCZp2nP2AyHE6HY8HLz78EEI3lSVVrX3/ubuut/v389nVVHcfLg4ODyMpOxluWo0QTw5Pvnhu+9fvXp1dHZKEDjlFMib1z8Egfz8xedSsLZuZ7N7QvDk5GC5XCAiD3jIw6++/Opv//Zv54ulVipOUyJ40dSv3r5ZLBZ/9e//KkiizWZrvbm/nf/VX/27OEvQ+euLD700oaNxP8uHvfxwMtJGM0bLsvzxT7765ptvvv7664Px9NmTZ999882jo9Ov//lrirSpytVq48AlcTwcDq1Hyum7D+8R8cnzp8fnZ6/evOkP8rPTMwoetLbeOvBg7M7tFgCUVs45Y82u4fQghKCC1W0loyDLkzSLPaKzAB6yPG/b1ngXJPLk7DQf5LVqrXdRnPhuttfBBxlzDhnhxhhKCRCulZZScC4Y59ZYGYosTqxWbdtyxhih4HxdVsaY8WjU1DVFSMIojuLVauW0llIWxdYBWmPWxcYBtm1TllUXMFqrYrNtqnq73W5WK3BY102SJB4QGN0tI7QJhJCM66ZF5+leBIkTwimjpLtb1713eASL3uJO3LWDLe55Wd45uzthu190zrudfMMD8mdXD3S8hgc6NnyyC/j0RvYGXNY6pbRS+r+eHT7UC/iHi8n9Ke0e7DAfdgSU0jAMhOB7FJbvEtmnF0P2tPdOCeLhMR/KHHjgbuGDe5B3znTAMEopZR2TlnjvrfUAIKQkOzVKtOj3KtjUe6BM0J1E2O4jAOLRa6OK8bi32Syvb64k44/Pngz6Bz/72S+cJarVaZY+efJkPJ4eHp72+6M07yVZxiPhiQ+ScHo4FpyNJyOl27IqgkjKgIShbJq6KNd1XTLGmlob42azVRhlSZr1+sOqaRerVdM2aZoGQaBUWxZb3ZRRIHp5sl2vrFJZmh4fHY6G/e1yVWy2gzzXdRvL4O3r18vZwhn7/PlzGQR5ljVlnUQRQ1BNo+p6s1mMBr0w5Na1t3fXraqQYhAKQsjd3d16vUqzNI1jZ/x6taFAT4+PTw4PKaXgMc/Sfp6fnZysFsu6qgnC2dnJoJ97Yz3au7ubDxfvV5vV999//7d/+18Go8Fqs7HeD4fDbbG9vb1q2+b9+/fb7fb3v/t6s9lsq81sNltu16vNano4toCj6fTw+BgAKIHBsPf40WNrLXXgjW6tcU3VVmWFHlSrwYNxVkjW6SB3K7coDpI4oYRKKQmDMAwAQGmjlQ8jrpSilAICpTQIAkZZp60cyrgTkqjrxmmn2hYBm6bN03wxn33z+2+8wzCOKWeL5bIp2l7eo0CiICQeiEfnXFVVNze3URQ657tlXhAGTdsY54DRF5+93BRb411v0M96vbNH5599+YVSbRwncZykaTYajTjny8XC1U3I+NHRURzH6Nz9/f1yNtdGJ1ESSsmASMYCKQVjFKBTWHPWdbyDbg3hdxFnrNUA3vtdUDFKGCOIqLV+SAF/ONuHh9B9CMIOeoyfikfsTt7OVuOh/tiJyj4Alh5WCQ/B/OkW9tNnh12++wQBAbtJUxhGHQJi98j73EE+oWl1H31HdX1IXw+P3PUmgJ2cN/14Sd0nBxbRIfhOCYZzLnkgpWRMAGFIwAN4+Lgb4ryrGnknPCkY5ZQI7oPAbdaXV1c/9PPo85cvnz15niQ5ekFArjdV3RgkIk3H04PzvHcUBL2r63shwzAOy6qKksR6d3h0NJ/PGWMX797fXN7GcXxycmy1/fDufVPV1pooiLdFYbRO86yqyjiN67b+cPHee9fWJfH+9urDcnbfbLe9JCmK7XK1KLebuigODw4JYsDEhzfvA2CgbT/NvXfff/udUfr50xf9rM8oRevubq+PDqf9fv67f/rtzc3lYn734tnjQS91ztZNFcfx+dmZEGJ2N1fbOmJhIuN6Vdy+u6xWRRamT4/P//5v/svf/a//5d13P4SESu9v3r/7x1/+8vf/+Jv53f3lxYW1xoMvq2o8Hf30j3785Y++mi3mURJ++aMvhqP+5dWHPE9fPH3y61//Kk6ipq0PjqeHJ4eDybDX7xXVNh/0N+VWWZXkyWazurm78kbP725ff/9dF/yEMd599wjrukqglBIOjFHOObMUCMRJQgUEQhJCqrJiTKADzqnWWspQaz3o9cqiXq9XvV4WhyFlbLvdHhwddyNuY0wo0FgbycB7X9dNHKXj8VRrA8aJMMzzfLPZcIqG0zRKqqpExCAI4jguiqJVOoojANjWFZUiyrKol9dtDYIJGQAl3mPe7+u2UValadqVQtvt5uDg4Ojw8BZIR9Z0zilreSCNsc5Z0ypV19vtJkpibxyXrFu9AyEUP0KGOxjlDs2HDACoM9a5rn3Ycy68R9sZ9ln3wN3cRWznVYNIkID3HtheV9o5YBTRdU/R/WKXFdB78qmSSkfQtPsRw55K3cV89/gP8lAPsGiEzh3nY2x3jySl1Fo9rDx2CYvQjl7RveR9E7GL/W6Bus+TnuBud/pgqeG97+gehIBSLQB4dN17EMdZFCecSYt7HOf+UT+VtSS4m4NSAO8tetiu50W5GQ2G//G//0/gZS+fSt73loVREgRhGEf39/dS6iiMgihKs8F3r36/Wq2dp4zyJEkXi1USpWEYU6RWWxGnxWoLj2kW5wxvKVIGJMliZ3VZFcenR19//duvvvpivV5Ps0ndlOvlMg1D08vBGquaqtxIzrJef7lcNm0zGY+ElJ89e/769es0joe9/mQ6/dWvflVsi7/7u1+NBsPPP//cKJWEkWraUb/vvJndEO/UxcXb6XQUJ4H1eHN95aztDwd5liGCsR6R5El6cnKinZ7d33PC4iCaTKfL5bJcFycnJ4/Ozw8n08X9gguWxDFQiKOYSXY3vzPe9Hu9StXvrz4AQLnd9oe9zz5/OVvMv/7973/0o6/G01Hbti8+e7Gp6iiKrfdaWaDk8dMn//iP/5jG0bPnT+b3t6vl8v7m7vzkhBLaoZsCzjkXHChwwYAA4xQArNvDbBEoUHBgrRWUO+PbbVOVJSWEEgIOvLWBkLpqqs2WIThrdVs754AB2dGNPSGEeAzDgDGmlZZSPnv5khCGnqDxo9GAc16V1XK+QuebqgGAqqopZyKQBnzSz2WWlLoRSRT2EplFmmCtVd7vhXHsvAcGm3KzWC1lngKAUu3F5eViPhdSxnEEHrXWZVOXVck4T3tZmqbOOd3qar311hFETqjowP+UUEoFpRSReI/gEdyndYGxu0PeGKON1lojIme8S0y7TeTHccAfoAm6HeKOYL2TdUCPvvuZtd51A4K9LsMngU2BUSCkE3rswEW7fWTnMUHpQ8vQTUn+oA/Zy20CQBRFjPHuMbvNBeybKHQfA/7jUvOTS/EP7UoX7b6zDPv4U8SP/oPGGEJIGASBDDp1il2T5t2DqRd+0v4AQGd21pTtdlvOZ5vPnv/oL//iP/zo819MRo8ppOPhuXesrdsgZPnhMOuHg3HkaaPcxvhmNBoV6wYtjcNeFg/SqHd7NT+enDkFSdg/O3l6d7PY3G8DGnIiwfrNemV0S5jTuqQMndfAULu2N8zyLDVWNarM0+zocJpnebktVosZI4DOGq2vLi5/+PY7BsQotVosq7Ka3c68xUfnj8GTD+8vAKDTH+CUOmudMWenx3EcWWvKctMf5JPJKM3iznggTBIuedO2i+V6tlorb7M8S7Ks1u2H68vTs7P+cOAYvnr7urWqbGuLrmoawhlQXKwXlLHBdNw4tWlLFskgS3qjfn88IJJXqh1NRs9fPGWCNtoGWbwsNkSQIAm3dSmTMM7Tsq2E5Fpr06jZ7Z2rtW/qxc0td9YbbYTYf1u7GQTuEMdKq8BI5zx6sNZ5beumHrFRJKNVtarrupdmDAjQnTWDJxDGsYzCu7s7KXmapABoLHoLTdOYxHSrAQDoD3tvfnh1eHTIuYjy5Or99XQ6jaIwjY82m1Wc50hoHAfb7ZYxNplMEaAD8GhrMxnUxjTaeCB5L7+/u0/jRAbSatU0DRN8eb8IgyAMk+262G5KxthqtUqimBCSJElrDVDCueiK7TRNwjjMej0uRBBHyirTECQeLYAH73eTxY4b8DBNMMbsowWtNYgIiJxzZazfJwBC2V7NHR/018B7t28rwCOwXZXQnfwP6UAGAYJ7UJ1G7ABXwAmz+5WH26VvBwAdFGpXsXvv0XMkFMF1awvY1wHYfVIsjuO6rtu28egAsBPCezDZ6kYn1nuPHcDREUIJftoL7Ygq1tqHjAIeyY6sRxgTlFLjLXqDnjAuCKFKKy5D8Ba8A2eRIPHod9biO9NNCuitUardlpu2qigJ/sO//0/WsMWyIiA5C9pWX13dPH50vtmU29n9t9/9/vHjx8ZZ76FtW2dcW1StUlfvL8u6Pjo6/M0//no6mgjBq7KgCMRjHIZa69ubK/T69u6KUFuUm/5wWJTrPI/m89lisbi8eD8dTRnC1YdLKUUYhKPBaLPaZoMs6yVBIE+Oj2bzxWK9evzo0XA4yNLszes3Qqx+9KMvnUPG2DfffDO7u5dSblaruqqc0WW1tdZWVd3L8+9/eJ3c3AHjdaOHk2PGpTJ2s9nSQBBGt5vN1d2F9mPgECQhcriZ30dp+mTQ994nadIfD6b1QZolzrvK1LeXV8ePzo5PTt69fzdfrBhjz148a1u12RRl1W6K8uZ2fnl91+v1RFC2Wl1c356cndSt+u1vv/7zP//Xk+n46uoDomvbijEWBOL8/KyXJIQQrq1J8jQIxGq5oRSsss6iVpZS6i0eHh4YY5232hgpxM3NXMoQAGazWRwlJCE8kFW5DahECkSS2rTTk4PldnNwdoKIgjNgwIA4444OD/v92OmECYjDEAxwyu9u7s8fPQINRweHVND7+/s0SbPB0Dg/W60e9x/JKE6SpGlaQsjdzd35+SPV6jCM21ajJZIHy/uVt1hVTRJnQEQQpuPRBDx8+HAxGIzTJDdaWeMpUkEFeqK0btoGGERZYoxhgRRx7JWqa4WEzefLOIttY5CglLLVLbL9uUwA94QCSijn3c4C3CfitIhoOoQlFR7Q6U70kTVVC+CJAA+grSGMxFIyQowx4IgQAqnr6ghGCOXUEa6bBna0cd6NCbvNoRC887bhnCN6QtAb75xjgOBtU2ljNAXgUnJKnXNy7wxsrfPgHYLW2jkkZCOl6PcHRbmu65oQIoTw3nLOnTdo0FoL6AGBIBL06HYFEWOUEE6MNTvuqQdvvTWA2GEquiziXWeZw9MklzLoxhmBCIz1aIyzilIk1HddLaXcG4jC2BmD1mjTfv3bvx8Ms//L//B/bRr6+OlP53fLs+Nz5/D3v/92PBxbqxkQBlxXLmBpFA9I29zfzfrHQ4ZgmgatHfV6lx8+3FxeHB4d3c9ukRAA573t5el6PZ8cHNTlNn/+qDd+NhmP371zxqrtdv3k0TlQTpxNz85/+Pa7P/3Tf3U0Pb748IFSOlusnj5/sdmuJQ+1Nr/6x3/4yU9/8vbdm29efTebzY4PjwfT0dH0AMH//a9++fTp00Dyx+cnAcdX3/3uxfmjSMhwMP6f//P/8hd/+ZeHx4/u5vPJ9PDi8prI9Bd/+heNUt/+8MsvPnvZtG2U8Ce9s7rerurZ26sflvXcETvbLOIoyUXv4Ohgu91+/+Z71dTGN9tt+fLly04r7Prm5vT00WQy+dWv/v7y4vbs7Oyzl18NBoP/w398PJ/NHp0//+lPfnp5e/3u/bvR6KCpGzGkz5484dT/l1/+ly+//LxmMEjzxWYeZ3Ghqqvbq88//5xHcQAIQME5I4OIUZamuRDEWU8ZsRYCyZWCQApnIQxCjxYcBEEIABY9IaC0BgdcCOsw72VM8MFo2IkTNUpHgUQL1jpEBwgWHbNcKWW0dtoxwYkHBLfebDrV0DhNtbVAmfUeENq2DbM0jqPFehWGAXqSZT1CUApRFCUhpFsEOIeBFJxSwQJjnG70oD9UTbtZr23TnBwfjUYjwmgSx2mSVG1Tl01dlFIGx8cnURRd39wMh2NCmbEWkHrjwjQmjDrBPXrY+0fuaEfd8Qn7HvqT/3SdvLW2U5sGIN57dPtNzh5eSeFBXm3n0P1Qtz/wIIWUD53Fp4W9NcY7Z5211vyLzr97jk5AHr3fGWTRHWiDkN30hBBGCFFKc866Z+RcWAseDSI68J90GN45j952gpk7lQmArlTcvxUOO5g27CeVHpzHDklJCWWM091wxCM6axUBJxgjFAmhnnaNFHUE26ZpqvL25oPg+OWXX7x88eyrL350c10aDWVRX1xcjUajJAmSOEhCwSU7nE6G/T54YpVNo6RJagJglHp0eta0LaX07PwMCaRZbr1L0/TVq1fX97dEcBEG1tkkT7Ux6M16u2lUk6aZ9/7t27ej0bhp1Pnpkyi8rIpGMDk9OF4ulx4r1WoRhI1uW6PyQR8pefT0ydHRkXY2H/UGeT9L08Vi0ah6s1lprSgDSmEwGKwX68uLSxkFxyenvV7/3eXF+fnjt+8vgJKsP/j6d7+bHh4+e/GcCfHoyeOmLq1tojQ5Pjm0zo7HE6Vtvz+khC8WqzBMFovFkyfns/u7zWZd16VSZjgexVEyu5/f3FxHUUQIzbKs3FZ3t/eLxWo8GCdxEgbth4vL4+Pj7XYbBtJ7G4gArK2LDfHu+ODg+vq6aepASiEF4Wy5Xn37/fccO8VTAsa6jHOPnjNmugMEwGjNQkmAdSr1QgoAAR7yPG+ahlhCyQ5tzSj1zoVBgIiC87KqBA+s8ztWonPd19Q5p4x3zlNGojSSXNRNFYZhp8LcNE02TJ2ynDJ0zlu/2WxDIRBxOp125zMQz7nsDTKlTBRFgaBNg95DEErgwDjopm2qNk3T2uqAMx5HvUEf0a1XC8qg2pYhYURb5nAzW0RR2ABEQnpnokB46yilTdskg9w4+8Av/nQ70NXzZK9k/1G/GgAAKAXnLFrbjRWdt53AVF3XxipCiEf0nhEFhBDiaBylu67dOe8tIiWkE93ukkLHAeuo30AI8c7sYJi753ZAOrcrQO8exFoQrfMe0VOUiNgV8PQjroIoVTsnCCGUMiF4ZwL2cQrwKUar87D5ZJTxMKl8aHz2b47fkVK7qSehvINJC7GT2HLaQUMYYZ46CwgcdvblnnM3X94mYTAe5Y9OH//1X//HXtYbD46mI5kmA2LderVOYjns5Vkaj4eDutpoXTtjOPVoNfGMouecWiCVNkVdx8PBYHr44fKdp/z00TlhdHp6ygglQm6rBhk5ffTo8PioqkskHkAMB9M8z1/98G5yGHlSB2F8cHJGuXTeyyDS1nkgi9X69PxEtZoQdnx0QoB4QARiHYZx3Fhd3N2HMnj5+edZmq2WG2N9PhxxxpXzSint7ORoEmURYXg7v14Xi6fPnw3H49/85jeM+cePz7Isu7m6VXrLqAzDJJAJAaaVdxrLVWWMvbu5xenkzQ+vAkFV01AgSZTeXl9naS9Nsn6/f3l5pVtNgZwcHW23W8F5U9Wv59+PxmPTtje3DaV0cT8bDgdOm4ALRkhbNXmSLu5ny/u7uiizLLPaCEoDISgA3263QsooDDnjQRCgR+9gu94wQtGCMaapmyAMrAFCCHofBaGzXgjW1gDOAwFO6ENb7qwBgMqVxlvBXJJFsHM+ITIIEMA5RykLw4BSmmUZeFStSpKkl2WM0tViOT2clEVB4t2ZWRfFihGl1JP0WdM0201tnT59fA7QlcounY6sE6pVgWDggVFGCYsCQQlKKXtp1qoGOCFIVpvldHpQbFaUcrA+CsPZ3X1TVW3b5oN+1dQ9KYUUQgqtFAAYY4z3VBAgQMmOlN2pRECHLNwf7PAJKoEz3iXEnfhaVxcwonS7CziKHDkxhFJNkTvpOh8z762zFhnrfMM7jBkCAfAEdqYYXW7qppsdKJvs2JbkYS8AxMOOgu0BwFlLKCV7n2yym0XujDDI7rODHeVyJ9vPcL8E6fYgjuzmlA+FzMcbdkSvDuW1W6/gJxvTrrno8OTonUe369aAEWCMUkDvsH336tVyefuzn/3s6aOzw+n540cvtqtmMauE0N6QJAhvq2q7Wa/WS2tMa9qmrlarZZokURhJznTbltvicHrgnTs6Oxkqeze/55zFaW80mixXG8KZCKJRf1AU9fXdzYv8xWg87fVHZV2rti23rbMkjDL0TPKorfUPr18Pe0PGRNGUgrPheHxyfGa8ubq+ppyqtuVCjEfTu9ldFEWn56eE8vVqcX8ze/r0yfHJmbOacdYYPbufAcVWqfF0vFwtbu6vjDer9dIiJGlqdNPWtUe/3a7evH7z/PnLPM8Xi4W3drW6r+rtzdVd+jSfDCc31zcf3n+o6+pwehAwsVmtCPh+1sOE/uY3v5NCIsJoNFrGy87Y8e3bt6pRcRDGg+TNq1fb9fro4PDpk8d123jv4ijSTgNiUWzqqmqbuig2HeYFvddt2xQlI7Sf97gxVkhpjY/CGCiQDmvrXRwlZVEzILPV8vzRo6ooeoNM6TaUgW51FIZKKastWmCEgwe0Dq1TTROlyXK1zLKsUcVwnINCCoRSEgTCWofeE8bzfma88QQRXBAFhBLwTpUl9QgW2qrhhFEgzhhKKTps62a9XDZNEwSJUgootK02WjfGVHmoVNPUVZqlHJE4z7mI88xZqxnljCK6ti6ZZBYwHQ2UNt66oiyFlGmexXHcNI1q2w5FHsexlJIyxhnnTBrf7lecH2/daUl3kEDET8bv3TCyA0l9LALQoSO70x6AcsY5R+joCcyjQ4sApNs7AOyk3/aaVHvwggdKGSXUWvOwuehmjoDd/6D37mGM6r3tQtQDUvQAHAB3KrDEefSMU0C/uzz03Uj2X5QPsFfHoIR2ilQfywd8qCI+VZ0D7/Zv0Uet752o525Bgr4btYZBQJBqY4xqnGkCwb98+cVf/sW/iaPealk0tUcnh4Pxq9ffovWDfp8SQoBGQRyEIZMiiKMojpgQQgrvdm8gIkZRrJSOkyyuY63VdrvpD4bL5XI0Hd3f3zMgRVm0rU7T/OLde0bo6x9ehWGwnC+vkqtAyKasVKN0YyjSIAybsgEAZbUMAykFauz3emmaOW1Xs/n5yWmxrjar7fx+dnwih4NxXTRlWa2Wy7ZpjEft7GK5LOsqDMTB2aEIRXVVWGOtN0+ePGNC3N3cGGVCxs8OjxY3C1M3q0qtl+ssia1xqlTUEduaar0JKK/WGwDqrT2YTJRptFFFUZ8cnXPOvcerq2shBCUsEFJyMRqN1pvNeDA8Pz31Rs1mM2t1v99fv9/UVU0p1brdbFZlVdVlEcfh3e11HMfeGUThvKmbyhiN6LkQnFNWlWUYRWjAGGOVFZTFSbJerwd5D53nhNZN1RtlWmsKxHjvjCUeJePe+jAMwUI3CyCEpFFcB2GapnrZAgGjDOfcO8cINFpb6wLhRRiaRjEGxtikl3ltZncza3QYyO77ZLURQhhj8jTLsoQzarVB5/M0a9sWHGzXRRSGJIq677HRxhijGqUbZajxYdi2bV3XAF5KTjgTYRinCQB6Rnr9YVArJCTJ0t54FGyLoiiAEKQkCANCSBIncRJTLtRGwT5B4J6S0FUTD8OCXXOxQyP73QkJ4JyBHYTROWe1aa2xiCgCTggSFjJqqeCdvA8h1Hvv0YHfjSc68zFE6Jy3u0EjIa7T1HfOeXTwsJbwewgs7iSz/Q4JTr0zwAQFC51kIHpEgrt/6s7zj21F93u28+R9cAxyH7PAp9OQ7j+w67Z2V9Hds5vq7mSw9yAuREBPBA89WsGEEFBX5WI+U2VJGf38sy8+e/Hy2eMv2sbWW3CGtY1Skalr1SZmudooba1HGUXAhLPOAURZzmXYGieUOpiMe1mfM0YAXn373fTgIErjKAz+6Z9+g9YbZx+dn141ddtUg36PekedW87ukzCoy2o6GOVJgtrouo2jlBE6Ho1Gg2FbVzfX1/3hcD6fh6G8KAvikSCII9YU1c3d7dPzR0kQTEfjy/fvF/ezZ8+e9bNcad02jWD8+ODANOrR0ydXlxetau9ubykj4/F4NBjUTbNazJU2q9UmoPL92/cvn7yMebCZr/ujURpH56enxSYSHEJOVFW9e/3m/OTs7OwszXqD3tB7h8w5tFVZaaWfP30uZHB9fbO4X2inEXE0Gl1dXc3vZtf8gzW6O7xm93dplqRZQhn0B71tswnj6PzslDI4OJi8f/9uMOgv7hdZnIQyAoD1erMptpwzzjkvqyLvZXXdOm2apmGMcUaIRyZonqdKKdyjsAkhknF0PggCj0g8xnHctm0SJUq1jFJrbZ7nQRB083NjDHqv6iYJI9u23lllaUBCbVUcRdW2sKpZLzeMg9GOgATEJIo5oVEgrTZJksRRxBk11rWtqqpKa7O6W1ilGRNcsDAMnTNAiJRSe4WIdVnpVmndAiWM8bSXaK2BEBHFjTaN0ZMklkncNsqWrWo1UhKmKVG6i5KmrsMoDEVAKb2bWSHlg68sfAKRfiglPj1vEYhzrjtKtTbgvHPGOdu2rWqVUo33PvAhAABFRhm1e0Qy4Q+Qbe93zcL+8XcxSYinlCJ057Db7xwd7IFK1mmCsF95GEIIIRyBeu8JZYR65z1C13kAIbwrUiiljHUCH57sKhT3Cd27g3p+LC7wD2/eI9spu+w0rwkQSgmjojPUehi1EkIoFYIJbVtEdF6V1WxT3MQiPDk6++v//X//+OwFgVAG0aNTO5kcvHr9JgiCyXj65OkTrVQYZ71h36OnXG7LotZOO28BuJCMBzKMCOPoyWYx//KLL5I0/eH1q0fPnj4+OxsOh9+/+n6zmPeiKCBkNBoR3TblhhOIGXt2en52dl5vCkpoxMXxZOK1SsNgdnfTqnY5X4xH/e16MX76tCmLMIoFoQFheZyoXn9xP1/Plqquq22RkXy9WC0XiyRN87QXSUkJbZrmoN9fhoF39vbqptfPOKdxFJXbbSSDfjrIRDYdTr/7+gdiKHfCt444h6ati8W3v/+t0TUFkoXZanbfFtWjJ084ZUVZfri8HB+NGSNxmunGxkkQyGgwHADAdlYsFovOBWI6Gt/d3hbrDWMsioL53f3s/u700dm62FZts1ytGt0qXXu0tWr+v3/zvxyfHBerzdnZWciDLM/zUX84GlLGRIeWp2InLdI0TQeFQIpAIcmztml3mkPOW2sRvDGGUcI51UYBQF3XcRopo5332+1WhAF09okOvPdK6aaqjdLGaGet1xY8bNcFYawqq7vb+XqzOTo+nh4dEkas80IKHsgoSY2zhDMHiIykeSZDab0ZjkZBFB0dHYVhYIwhHZoAKBcyTrIsy6SUhJAwDPNeL0pjYGy93RRlEQZhFEec86ZtsNuuCbJaLYpqKySNogAA0GGXHwkhFEjblBT+IDB26YBSQj9FAH5ME85bCt6DM0Ypq7z3Dn2rld9xHb3fLTiAUCIYc874zq8HPAEk0FG5vVat0co7651F/0DudoQgJ8CAUCAUkMGu39lr3HW6WJ02k/V7fceu/6HdWuVhQeEs7ORkKaUU/lts0U9f3T43AEEkO4lrt/MSA3ToXYfChM4rsLP5gz26gVCgjACgs0YZ0xrTemvCQD598vQv/vW/PTw4z/JR2/o8G06nh0VRzGe3MmBFsaGMUSGyXoaAyprOnVQGgfPokQzHk/6wr41fbTZKmyAK+4O+dWa1XKRJMsizkLN+lly+e8MJ1EVhVQvGobZpEFZldXR4FMqwU6Yy1nBB725v72f3dVMncXxwdDgYjpQxw8lkMB4PRkPjbVmVSZb+7I/+iEluvUvi+OmTx9PppK6q2WxmjFa6vb29reoSCN7Obqu6yXq9pJfFWa61XSyWHy4urLKhDLab9eLunnifRSEBlyTSmSbL4sODSZrGgQin0+nLFy9+9KMfTybT6XhirGIEvPe9NHfOCyYDGcxns8uLq0hGk/Gh0fbq8o5S/vbtW0YJeHt1dTGf3RD0YRgOev00TTnnSZxEYSIoFzx0Fjab7ecvPn/59LPD6VEoo9aYzWZTbNdltaXeYVk2hBBAiJKQSnp0dHRwON2Z1noQQljwjDEwkGeZ5Pz+9ibqJYQBoheCadNabxxYHtAgjlggL2+ua9W2RoGA2XKx2Rac8yAMdKMZsNn1na+NNx4UchbkveHB0YkHsi2rkxePkdFt1dSN0sb1JpN0OJC91DG2risFXiRhfpAjp45ANshGo1FTm6powBPTavCkUWY8nWS9PIiirJcjuu16LYVkQJeLJQAYrSjBq6sP9WbjTJOmgTVqPrsrypVqS3QqFKLfyxhBwYX33hj7oAfdjeUpY9655XKptWGMdvtIrVTT1G3bNFVprbbOeEDKmfVuU1ZNq6u6cQhChpxz55xulWrqtq50W0vOmrr01hjVBJJbo9CZKBAUvFGNMwqcBW+7P3Vbo7feGWc1QeodWu3Ag1GWUxHKgAIxxhirrTZaNXVVqKbdrgtA2jYtZ8waBTv+l9bOGGeUMa3WHokIBJKOJMJ2axrs/HVpU1XOOYoAzqPzjFDOKQUEhkg9MABKkTCPhDDKhfRoPdookJIzZ40zGp3Nk1CXi6NhEnFiaiN59n/8j//n//R/+h9++kf/OkwGyoJF40C/ffdtFLPxNGvUZno0/PaH3wvJv/vhW+10XVff/P6fdduURXF2dnY/u0176WyxQsYOT09v57MwyV69e0ul/Oyzz+/v7spiSyk8Pjs/OT4Z9Prb1frDm3ez+/v1asMoGw6Hv/366+VqMZqMPHgZR+uq+vJnP3OEth55mvEovbpfyKRHZHT65Pk3b95E/cQGWPv6V//8q6gXHD6alGrburY1pcH6Jz/76ue/+OlomifDsGiL2tbjo4kXtNZqOD46PX0CLHIojw6fHp8+2my3tzfXWS96/Hh6d/dmtfrw+u1vPdWr9fLVu7frsqEsRBL8/W++Pn/67MnT58bZqw8X19eXgzy+vnh//e79xZt3XhtG6CDvXVzc9HrDZ08/r4uGk+Dq4oIQjJPw5z//8cnRodPt4XS8Wsx+9Xd/nyfJ3fU9GHh88vSLJ1/msqc2ph+Nhumo3rZW2R9/8VVTVpTCwXTMo0B2XT1YMFp7bRVFAAgyGQQBEBBCJGFkKAMPutEkgyAI1rNZ3TZpEte1zUbD+uZmyg+sd75tZRCkSRoEgbW2rdooijjhVVECgSzP87zX1g0VIpQBEBKIIAwCLgUJGJUBGuCcjMdjAOCcLZeLKAryYZr1cwAItkFXx5R1oZUm3WDPWs6kFKBa03illKo4V0q1qg7iUAYiBNxsNk3btHW1owm0rWk1CSNKwJiWE0jyrFYqiCJK6Waz8YamSSo4YcACzpGCA3Te+85fC3fkBcRO5Qm6Vtu7PUsa/V7kEdx+yljXDWfEWu0dj6IoDARn3XDW6brZLBf9wYAxYZSmQIw2yrVAsbOcA7qTrjTKOWPBozPeWu8oGmON0owxAOJdB09ASqmgnCBSypRqOPOSU8GoJtRbBx53PDGUxhgNEEiZZ72yqopiwylD6sDtBazhIxUdAPaeG7vppPeAFJAAOuikKxF21sHO6iDkDltG2bAfh2G8XW1urz4wZn/4/hsgNE36f/LHf/b48cvT06eBjJtGOds0umEMev3E+Ua1Be3FXJLD3sH7yzdZHodSlN7+xZ/+Qiv74fIKnOeEMiCqaZRSvX7/8PDw/ZsfrNVa69qqyWg4m92tViutzfnZcSCD9XopmJAyHI1Gdd1e31wfn58wyaMkfvz8aZplVdtuyzJKU4eeUL4p5qen5+FiGYVxWZbOuaKuR6NekkaNbr/9/nvr9HK7On18+s9f/7PSTVFWRVUsVsswkp7hti48IBdcirCsy0b3KRdpmhe4XW+K4XA8nIwFZ/PV7OUXz9JcVouyVTWAj6N4PBpnaTbqD+b3y3/+3TdBEAz7g+FkHCWRaitltOAiTsL7xezq+vb5sygKQ8GDPOsPh+NAysl0WpQl57Su6pvbmxcvXxTbqm7040eP19tiPB5f39yWVdXL882qeP7s5W+//qezs0dPHz+nDG9v725ubsJQ3tzcULIr/4jTzigLSNB5ggAa0PrdSg+BUQYAUkogJI5idN4ZxwgvNkWnWAcU4jAOmAgYj4KAIgRMcMo451EUSCmdcVwIANTWAHrfCSUStN61WlvttDZK6c2y6DwyBAfVNFbb7f0WlAcLaNE31tZGlXVTVU1ZdktKLpkMhXG6rCttTdNWSjd1XVdV1dR1xw7sXhQqk8d5RyohSASTThuCJAyjyWTUlOV2vaGUh0FYVmVVtWmafeqI3QGHusMX9gRP3MOoocMdW3CWOovOojPeaGO1McYEkgeCR6HMkjAMOAWPriXOMIRYRCGRiYioI9vlhiMzynrvBZNShoQwdICeWOPrRlW1VtobiwiEcx4EYRgncZpGUSKE9EitI9aCVr5Vtq5bybg1qiqLutwSdAQ8I+iMVUoTQjmX4Ij3hLFIsgAcpZ+0Tp8ML+Fhg/Fx0+mcd4R6SbxkEILj1EuKFDw4a4bDPAyJVtuymN3ff7i/f8+4PTiZfPPt76uq+uyzz05PT4bD/nx2p9uagGXoRoMeePP+3Wul6yiLR4NcNw0DmIwH08noi6++4EB0XQOh6B1FrxtVrjbeYCTCgPKQSUF5FMVCCIt+td449KvNer5cLNer3/z2t/eLufV+OB4GYdCqdjDqH5+fHZ+dWQrLsgDOK6OQwGKxuLq61G3by5IkCLM4qottUxZNseUEdFVvlxvJA103s5tbVavF3dwbWxRb1eq6bZXVeb/35Onz0WTaNK3WdrNeN1VTbLZtUzdNJQSbHkzbthZSGGss+rvZnHAuZOS9Pz04mgyHklJdl6Zpe2mepun11dXd3V1rtQwDZBS4QEZJKDX43iBfLBeb7bq1TVGsgAEL+GK9klEUhCEyvqnrb394pSwOx4fpcDjfbmarhUHviLfoHYHv3ryar1eE88V2fXVzPVsuCeVHJ8dpmn+4uOBdWxxKyQgB7zmlACADiQ6jIAIKxIMxhgIAgV6WN2VptO73+1wIwXlRFL7WeZaBRaNadNC2jVIdDIhwJpqmkVL2Bv1tWSRJslytHKJDpJwjITIMjHWtqaGl1jlCiNItJbDZbOLoFDwmUXx/e9PWtbYWiA+FjMNQcC4EQ8QgFHGShEkEHoBAYhwieq2klNfX1wBQbrZxnAgh0zQNhTSt6veH1louNsa6KAwo5Q51XVb5sLdaLVVrZBj2o6gjVwdh4H1HMEBCOgtsQmAHfIa9PMxuoeg7Gz7ivLfWOeus96pu67r2ThP0nZshZ1SV21mxjuNoMj48mp4/OTrvh70gDm9u77bVJhrHZVmvF8sgjhij1jqgRAjRHdGhDIQQFo1zzhqjtVZaMcq6oUMXyZQQxoAiQ/SCE3TOC4pGOeeNrjnnYRCs1tswjoQIAKjVxhgLiGmaWtv4T3acpNtY7mW7P6IsO74pIqOUUOKdt85aZWhnssn8erWsmq1uahkEdVltVsXh4fHZ+aP/2//9/1FVVRwlRruf/PiP87zPgH3929+Nh5Pj49M8zoti4y0vVivvgDN2fXs/my8enT8G67br5WQ0WtzehEFUb7c6SnTThoyHgtumbXSprYpSGUQ8TdNalZTzMInGkwkldL1YciG4FMPx6P2HD//wm39MkhQ4PTo7QUoao4umDqvy+PhoPJwU6/Xs9ubZo0dtU68Wc6MqdGo4zCfjcRoFV9dX5ydnzrgnj54wKZzFxXz553/65xZ9WbfGtMv1yjlM4uzw6NR7V2zrYW80HA6zLK/rZlMWJ4eHURxZb9brDaFcCCl5JIIoEHFT1wFjjMB6tV7MV4cH06OjgzRNG9XGSVIzcN4nvb7M47Zpm6YaTsaEE0KwqevXr19RIbTWHctmPB6/e/+OMZLkvfvFfHx4VHyosiy/vb+frxZE8HVdpoPeYDwKkuT40WmW9xtrYx4/fvQoDuV2uzWq5VZrdE7KAPa7MYcOGKBx6JzeOqX0crkIw9BZ56w1Ri2Xy96gH8URIQQJvH/3fjQe+dZ0oD6rNFrv0Gd5BgCIpG31cJjezWeDg74rfX84YIL1xn3GmIwjSikN2Y4kzEieZ0EQzBdz6y1jNIglo5wQUlVVmqad/VcoOBMcAMIoruraojfaZXmmlPLObRarwWDQ6/XDMNio1lpDOJdh2Ce8aVrpCXgCDtqqHaR5IEKwWJZVq5pQyH5veHl9CZQORsMwiGfLhQdE2ommdZOIj/YQ3u/A1ADQOX1Yayml1ml04B16a5VqrVHorBQcveGAFLxSVV1usyg8HE+mw+nx4Uk/HzlEbz0j9PTguNqWR88/B0Yb3W4327IpVdN6740xghHiKToPaAnhnFmkhnMbRKFzYLVxztsdGNuhMzfz+0DKLMuNolqbpm36/WEUiiSmytTGNoxzAOqsI4REsagqQpH6j5oxBHbQBuqc3WGxEJ1z6DvdB8MIePS6Ldu6pZQGgjFBFuvlyfHRsx///E/+5M8mg8OqbPN8IGQUpVFHxp/fL3RrW4JpEv/oi5//7uvfbw/qNMyHvVFVlb//p+/A4/MXz7764se//vWv53eztlZ3N7dHR0dv37zlhDStOpwcRKFkUpimuV8sPXrtzUQeIMPW1EVZASWjyfjo6FSbNs8za+22Kihnj588Pjs/F4LfrxZpvzc5PDw7f9TUTVWWdd00skbnnz55SrxfL+eSkyxLtsW6RwfGaNnrNWUDSPN0kKd5nEbXt/fOkf/tl/8wOZgMBiPGwmqrluF6Oj14+fLz1WI5GPRPT888+iiWMmDbzTqQotXNUPbjLJFRNBxNGA/iuCfE4pe//GU/6x0cHLZ1tS3Kq+ubKEsHkyGsNyyUXtdl3aSCARLBZQONEPz4+Ojs/Gy53FLCvceTo+Ojw4Pb63dJmmRpZq3+4z/7U+9xW5S393eTg2mSJ564J88eX19fb8vt05fPgiR8/btXB0dH4/E4jaPVav2//e3fobW/+MXPORLiAShn1ntljOBCWw0IxjmtdLnddlvuMI7Re2V0EEjrXVFXYRDIMBiMR/c3t1Ec5YNBGIbeOkJIkiTGu0BGRtl+v9+0LQJYZ4BAGAfoaFlW6TABB4SzIJShCIAAF0ppbbWJkjDLMyG5CCR40M4yEFmWZb2cEjTeGO86qDEPRLfSJ8RxRsIwpJQu7uecc6UbsrNpgHKzIR455brVBCpPAD1Y9IjEexAydOg7lkHc62XFhhCynC/6Q0jTZNOWe6zBDhUJSLt1b/fOdKhHu9PEtjt0lDO7GDUWnWeUSsaAAHj0RksmTg4OX7x48ZOvfgQ+QSSCh5LAyfGj0fBgNBrd3twdHx4po4qisLUqi02x3aq2dc7kaeY4cdY4Z3nAvLdWGy+YVpX33hlrtGuNMsY4bdBhmoRGaQhcf9w/ODyw3ksZUiEd4PXN9WK14VLGSSIE6xJcVzLAvoKglKLbYUZhb7e13+l4yqi3BpEq3dZ11dYt4xRQMkc3682//Td/+ce/+LOn5y8YDaMAkzi7my/SPPJeWqOn07PLd+/b2rTlfDIaR0FEgTgHqmk4ZVKEYSC3m4JQFoRJWdWDwSgKI6XU2fkZA/L2zRtGoGkqULV3ioClgHW5lcFhpZqydlRQjxhGsUO/Wm+Hg17W600PD+eb1d3NzWg0GgwGxtrlcmm8D4NQUHYwmRSrNaMwGQ0nkxFjjFGS91IL+ur60ljDpWiUAsqccUeHx+/evz/kB1VZ//+p+69mWZIkTRBTVSPOgh96efLsru7qalbDdmcXgkfgDX8I+Af4JxCI4AmCFSwwApGdnd2Z6e7pLppVefPmpYcG8XBiRBUP5hEnLsuq6p5Z2bU8Ehk3wsPd3NxMTfVT1U+/+PyLizdXmc6qrKhGo7ZurDHrm9WFuxyPx/P5gki9fvnq6hpHo7FGaprNq5evHjx4eHJ2r2m7ohhf3yx7Hzfb5s9/8ufbeh1jODs7e/L55/centdN7zj2IURmpaz3vmvbvnd5nmk0l6+vkPHqzVWMcu/suGt6Dfj86XfnJ6fE8vDhvV/+6lflZKS03jSrxdE8L7JPPnlSFOWTTz558frVtuvuPXyIiDazVVUeHZ2MyiyzJjrX1M3y8lbb3HSukwjieh+DzbPokvtC8lEpCNZaF9xkMQGGcZgFCWdKtl2blQUQLY6OQghkTYghER37KGQ0BRDki6urew8eoFba4Hg6AYQsy7rGO+cgVs755AXUQACAWhHz6vp2Mh/bPAMFWZEFENJKW0NgTJ75rvUxMKHSyrsQJK42S22PAaB3oeubqqyatt42m965EEK9qU+PTxRSvV5XxSjZz0S6KkYhOBTaLDfVuJzP5zpZJTFUeWls9vLVqxUuq9kIe7zL0RoCq4FjpB09NMfog3fOp0i+hJD1vg/OBedDdCKilOrbzhrl+tg3vsizx48ePrr30JDJR7P1qsmy3Bgzqkprstzk0+m8LCprzais7p+ft80n682GYzTWvn79GgC2m1W9WbnQd3W/bWpS0HWdtTbPcmvzalRqbTNtlDaG1NXVTVEU0/LowfmngaOg6vpuPJk4J3Xj265T2hdFQYTOOaG7lBMi2hPeQ4ruYN7DEohEqCJD8OJbCQ5QtNUZMTrf952bzRZH8zmHWG+XIGY+O9HK9j4GbvumzU/LqqoyY9c3t/VmlRnMDfrWXV69mU6np8ez+Xz+6998Oz85e/LJ5yKyWMy29fbFy5cP7t2rJpOiLJXVzbaumxUil5NMRK7WfjQt29vOZub+w3ugwHMMHLMyv12uR5PpV19/7b379a9/qS3ZwozGFZm8bbvteht9+KMvPm+bFruwWS9XN9efffYpkExns2W9MgVlo+KkKiWgzgvQZloW5s0rBshsPpvNtKKbq5uL11dZppt6++jhI2Oz2HouhZCaZlvXW1JwdnbWbjcxhKIqtTF5UWy22+li8eL1G2N0iPHk7PT69ur169dRYFYe366Wz56/LkelVhkA5XlRFtVoNJa4zMii5jzLHz18vF02Stl7pw9ub2+LPHt2fR1ik2caKNb1erm8uffgwWg0qcp8vbz13j97+nS1uv27//gf7j18+ODBw8lkMh7PVqvV5eXl1phJkZ/Mjjpb/fJnv9BgMaJ48eQ1I+jMqr4HgZubm9PT03JUkVGb67rteolgMm21Obl/+vzbF6Co904bfXR26r0noys7TqnHSBogGGNIq8hiixw1nByfBBetsWyxzPK63oqI0rZ3rnHC0edFVY2LdjvWmlik7yMqrTNcnByNRsXrV1epSJtWeVVVeZk19VYbDQCjyYijEFLvSWcqz/NUmmW5XLb15smjR1qrruusMQbQZBmhMoq89wBwe3ub5UYXJ6BQa8V9qNf1yUmxmM8D4PL2VhSLEA981kREiQNJRBBVkhsx+hg9cxCILoWAd61zTjgE1wMHFNJWTcdjiNw128Xs+LPHnx/Pz7abdjbLri/XRVZoUsDcNa0GGhWl6zpmya2uylFpMyXgQ8zy4mh2BADbZr3dNhx851rX96RRk8ryrCora3OttdFZluWZtkS6qeuiKEPwWZFd3lyPx9N8VLy5vjw5Ot9s2pevX7dbp5TRWgNpxYF36oPsilwdaA2Svtv5fVGIQggxAojOMlNkGbD3PiKKa9uucQ9Op+NSbWvvuv72+vqrr7/onXu1ri9fvUHh+cmxEl7eLq+uL05vFnmRTadTRLy8uS5HI2ts6EPd9qMiW14vN3UdfOy6/v551Xe9zXRZFFpr53sgWxbleDK+vLi+Wd5O50dW51dXN5cXV5nOZrP589X3z79/IcJHR/Ozs/tVlW/W2xA2R2fnBhUSXF9fdI+eIKjRfFqNyt9886vpYkZKk0YX/Pn9+17g+fNnf/TlH9+sb5dNTVuYTKdt16Oiq+vbsqrGoxES+dY9b3pEsiYvctZIRJTl+edffI6A86Ppr3/xy67zf/onf1ZWEwAUhgePnnzzzTfG6Ol89t33z5uuL6pxUZVFNbq4uhGEr778o7/5m7+5urpCxLZtp9VYQtg6V69WvXNHR0frzaapm1FVvXz56rMnn4Tgfv2bb7y4l69fluNivamPT89ni/n/+D/9uy8//yKxQ5VF9dmnnz56/KRtOwk8HU8yXUwnk3q1/O3F68zkX3755D/97d9SKkJxfHZctxttVYo4DoGn02nf90opROi9K4rs5vaWSLW9AwHvPaLS2r589WZdb8azUV03iXStHI3Wy/XTp89Qk0Idg0OOEGG1XGqr9jF51lqOXBQWALTWUcCFHjWU5Wh9s9XKAMNkVHZbP5oWXeePT44ybVa3t8aY4ENbd9bmrnejcdG0G50TFbDdbt68vBCR8WQ2m0xHo9F0ugDCzbaeLKb5uOi6BoCX9a0ps+Xqtnfd8fFxVY18XQPD0eKEUBMokxVt22ska621dkc6DQkFCCEAkMiQzRmCY4mkQJEgs/de6yzPc0D2vgeMWoPWKBCI4Pb6Jvpo0Dx58NnR5GQxOobA3PcE7LrWt912tSxzawm5DykUQSFGF6qimo2nx4vjk5OTyWy2bf2Pf/IXTz754vMv/yTPp198+WdE1ZNPf3R8/Gi2eHB09Gg0OirLRV7Ogmdt8tF4RmQJ7aN7T9arzeXrq/OTe08ePOkbV2ZlVY4JdRQUEWOMUqhTDY7hD3fpJwiAPkQQSFUVYwxIwWjiIJnJtFLBOSJQFMYVTWfZdrNdXq8h0qgo2PXToiDGggz2fWX0xatXruvbpjXGPHzwiLQRxG3nhEzfcVXN1+s6z/KL75+9/v5Foa1B+vTxY4kcQgwxWp1HFucCiyrKEYOqt/2rF1fI9ttffffi21fjbBI7+e63zyHqbutPFmckut120TF7DD4WtlABQtOfHJ3abHSz3CzO7ply5BUGpa/Xq7y01zc3p+fnv/32u7brTV5GlNMHZxGCA/+b755V06kQmtxcXF3crK7n87kpCxf5+cXN1nFWTfOy+O7ZdwAynUxCDPW6aVrX9B4ou1lujo/OENXTb5/mWfbpZ58fHR09ffbMhehC7Fz8xS9+MRmPu64lpVarVVUWrmm6emMNvnr+/agsvn367dHRglEePD4vptnN5vKTLx+0si2m+b/63/1rXVTKFr3HH//5X0dQbefzYvTmdhWEsrzquy7XttTm9s3lL//h59/+9pso/np5K0qfnt8PRD//zW9np+e6dVEQSENZ5iDYNLWI6JwsW+fcpt6S0SICCDbLlAbwAABKKWuUC0JEKT8HSFzgrus4xBhj3/bAYI0t8qx3vuuid861joNE57e9n07HIoIEfdfrzLRNq7AAB67rJbLVWfS+57haLqMr1+t1lhUhhCLPFWBZ5DFGiVGYy6qsxhMgWN+srbE2ywuTpxxHrXU+sV3XL5fLrm+PF0d5kW23m9VyOS4rhripN8vlEjiAogWq5XKptW7bdnlz8/r169lsXi3GLTvGoVA9IsYYOSJzFAbhwByi+BBC8C74PhHPCbP3nkPcJV+hUcBC19fXx8fHj+4/+PrLPwoePCFH3G62RGC1FpE8z7umAo5WG2PM8fExEkiM62Uoq0orXRT5b799NjuaP37wqG/cxcXVl19+uV7UpR3l2ajf+ulk1jvnhUOIr1++yDJ7vJg39W2t1opUVhTAzIEzpQzSyenpp48ev7m+enXxOi8mSqtl38Y7J+YQap2o8JRSrFkFlb7bh1qH4JgxQZZKQYrXRhQX2pvrqx//0b9cLuv55Pj169f3zu/H4FdXV2VZaqXLoiyzYn27evbdd1H48ZMnJrNlWcrtErUmY7uut3nJ3gNL17Q315dd054dnxKgRB5Xo3q7VVpX1bgabTbbRhurtfn8yafbzimwIYSyGCs00cfry+vZZPHq5RtEHB/NTs/OyqKYT7/4xS9+cTSbNU1nSNnMCmI+GkEIQjov82o2ku/44uriwaPHP/rxn8yOT//j3/zHdb2eLWZZWZBgURSXl5evX7/+sz/9E9e3wZdX15e3txubl+f3HpisvLy+/PH9rxDh26dP63pze30zny/a1p2fn/393//s66+/vrq6YQ7Hx4vvvnv6/OX3TdccHx9fXl0R0dm9e9ra4+Pjpusf3L//L/75PzfGoAhAzG12//65NeYvfvJnWZl/9/33ZVE8fvTAefezn/19CPzTf/HPXr5+NRqN//qvf/rs+fd/97f/YK39/PMvVuv64XzmYhiNKwm83ayt1dt6M55Omq55+ep50zVYlatt5yROF4ttXZMCZUwGAKnkjDY6LzNQoKwRwhCiiIxHYyDIrAIE3/cQEu0qhBCMMUAICKNxZQxpqyNHY4wxBhCKsgACFAYfyyynABhZA3b1JvYOYgQA51qrNDuPjE3TkQABZFppQSXQNa1vXbftQtdv1/W4rJrtFhj71rXbzveeUHnXi4Pvv/s+RK7rOsRYb+qirGIQa22McTIau75f3ty8fPmiqipSyhTFyclJnltjldYWGRWBUmisnc1mpFCEAXk2n3g/kDumgi5DzQtmTDmqB2wuMUjwHL3vuq5tmq7rgvcxePaBAwtD6N14PPnssy8nk3nf+/WmXjfbajQ6Oj7Ossw5FwIrpQTh6OS4b/vXL199++tv3rx50/dOG8Mgzjlr1PLqUpMqsgxjEBcwsiX9+ZNPpqPxZD4Zj8r5eHQyn81Go5P5orA6eNfVG6MJNApJ9J2w//XP/6G+vVlMx08enHPfbpa3fdMY3CdW3VXfOUymuMs62TWfSoIM2eEKkRAVosrzfLPZZLZots22bdu+y/IcEafzqda0resQwvm9k+PTo2o8ns3mWlGEqIs8MtvcjKejCHJycjKZT0PwXd+MRqPZZOJ9v1mvRWQ8GjX1FiL0rs+z3Cg9ysvtttMmm4ynn3766Wy+0KDOT88ePnwco7Rti4ht09R1PZ1MfvGLn//DP/ys6/o8y7wPF5fXfe98H8bjcdu2y9WqrusQvM10ZH959eq7Z799+u1vLl6/ev3qubiwvr4FlpPjY2LpmjY4p5XWmq4vLy7fvAKJVZWPysJos1wuy9F4MptN5/Mvv/76x3/2F48ePZxNF1WVbzbLly9f5EU2mY1vbi/Xy2tmf//RvcieFOS5ffX61T/8/GcvXjy/uHyzWq9/89vf9l13eXVzvVwanb16+dr54Pv4+P4jhfrpb75tN+1f/OQvTo9O/s1/99+/efEqOs50FrtQr9bB+cIWo6rUSi4vn//d3/0HpUUpefXy+7pejsfF6b2jtt+Op6OiKiin0bT48uvPTu8dEQpk1saehbks8tFoPBqNopfeuaRV5jYbT8YgkCpFIiiRodBO27R3gJZG1FAWWTJNR6MRICCLq/uuaYV5XJTsQ3Q+FaFLgUwA4HtnlNakUGC7qfMso1RFDkQboxAVKY00mUyMVuV0En0gAQlRI1mdFVWlUXvnxuPpYrEwSmulxpOxyTSDZGUhpE7Oz6pRpbRFUGS09y54Z60GAFQqinShb7tOa01IyirvHCJ2/q4OxT5waN9STlQijuV98rVI5Bhd772PwUmIGAQiA8u0Gn3x6Rf3z+6fHp9eXV3nRYmKEDUQppLT2+2263si8r3DLBtVpXNuvd6UVTWZjBP7k62q2WTqe7ddbpRWVVF51xfW9u021xYit7fr7XLdNe12XVdlpRAUYG4MIaCwdD0Kg0QCXK9unz/99urioiwLa7XvWt/31qgUGKa1Tm9ox4GfFIq7eKmdSOADZu1D8ZFIgLTWR0dHitTp6akiJSIcQtf3dV1f31z6EJnZWjM7mqFWzjkQ2TY1M1trm6bNMwOEpKmoivFkXJSFj2Fb13VdiwAQTuezbd02bYtaLxZHRV5eX98+ffp0u22ZZbVa9Z1TZLSylxfX89k8y/KmaZk5pdNMJ5M3b97c3l5v6zUi1M0mhLBcrpJTar1eGW1OTo5T+SWT6T//y59MRhOl1PLmpqnrTJvFYnHv7BwQm03db9t6s+r7vtmsv/31N99++5vNZjWeTk7P7wmqi6sbATo+PSmrMTOfn5/7EE5Pj/M8e/XyuTbq4cP70+m43qybrh1NJrPFvO26VLaWiDZ17b0vR5PVchW8jwDK6LZte9c33fby4qLtmxgjETnfX19fx8hts/nFz//h6vLNp48/mVTly++ft/VWvJ9Pxk+/+XVm9dF8Flz/2SePNeFsMsmsyTPTd43ruuXy9ub2arNe6baujbXOu753WRYAIMv17c3KaKu0liiIqAiC465zEqEsSySYlCOIkGr4ECBEaLq+rLLI4L2PEMqyhB76pm26rdaaMRTattsmxpgv8tFkggBWaYjinQeAzGbW6qapjVXbTd8BOudmVoXgEZH3dKwIkcHYPMtCURQRInhJ2v/J0bEhNR5PNRJpHOzkzITNRpBQmVE5Hi9mpBVDbNsmzzNBKMtMKQKHbdtWo9J754Nf13U1LlBR23dExAf1q0UEkZAoeM/MXd+3TeO8S4ZFyo+KMUpkBUhAEVApXdri0fnDxeLo00++nE7nbROzfDSZ5m3XXV3dVONxYpESiVrpZru1ed5stqO8wMW8LIpnz56tNhsfw2hUdV1TVZXzLcSoEIPr75+dPn/9clKORlWx3XZFXhS5ff3i1fn5vVevXk3Go8xaTdR3XV1v5ouF1abMsof3H2+7ZlvX42YyGY0zn+micDHV9YB9bOheMnrvD9mr01ggIgARaiIh1ISMEJkhBmGAtu3n80WjYlGUbduxgNF62zTj+eTzLz/Li6Ltuz66rMqPj4/relM3W+f7vu/avu+6tm+7Mi/8i+9Hk3I8Hjf99vr26uzsflFVy9XKWkNaj6bTKND1XlxEZY6OTxdHJ98+fUbaHB8fJ/KJruum02lVVLnJJ5NJ026/ffrswcOHp0fHf/93f9t3jedwNL9XgKq3jXOu67rJdFxlny4Wx/Xy9vb21mSZNaprt6vV5uvPvnCdy3Wmjbl4+ebo6GixWGSZHY3LoszGk+qLr05ikGffv+r6xmbZptms65X3cbleVWV1cX21XK/m09k3v/1tVRSLxfGz7769vHpdlHnbts226Z0mparROM+Lsiyns3kIERVOppMtqRD9xfVV3TSvX7389NETUrJtt1lhxrPJJ8dP6s326bOnQcK//K//1cXFxXK17LctAsznk65tFAFxfPH0u7/8iz8/nk5vXr6+fvn6/PxeMSmePnt2+YbIGiRqm6aqqm0fLl+9QRHddl3ixs3yLMa4bduTckZaVaMSAdYheO+1Ns2mRgBU0G7bLMuyPG9br5CKoshyAwTr9bosT5qmMca4rp9Op77rUcDorBoVzaYGSmEJQNaOrQXmrCpAIykKIVSjKi+y0nnS2nME37VdO5VJBCYFSqsXr15tNpvx1bRpmslkGgUEqd02L16+PD07JtRt02zXW5tnthpdXVwv5kdJoHTeMWGWlZu2iezPx/eLUZUmfV5kRZmzFwAQiEVV+FUdhF3sFyfHMUZrDTmUXTrzXk0YAMvgvfchhn38MUTutq3rW9+3MQQlgAKlzebjyagc+S4czY/7Ltx/8sm3v3364P7DEKUaj7M8M0UuCG3TVGUVnYfOtdvt8fGxLTNtDBCe3Tt3vcNUe4qlbdvkSnj98hWeQ+zd8xfPjo6O+s4V5Sg6ur29GY0n33zzq8dPnizmUzKmb5rlcjmdzvKsrMazZy9/MVtM791/SAqLsnLrqJRyTdBWHUZWxxhxuD3Zy4XBW3wQh00D+QMIDz9UxtzeLonoxfPvTs/uvXr5svijYnF8cnt7rYzqun65Wbvgjo6OAOD69iYE3zRb773Nc2s1aZVnhVG6LOx6Y5QxpHVE8OJBq3xUzufz1Xp9fbtZLBbFZNp33e2mDsKT6fTk5ERrHQO7zn/22Wfrde2cU6S6zjdN1/c9oV6v6tXNbV5k88X45esXPrS2GB8dzSfTcer/d9999+jx/aKsrm5v5ouTL/74KyH97/7dv3t1cTHOx6fn533n6/apXq/X6+W99Wnb9xfXV0qp0WTKoBhjmVmm+Itf/fzq9vpP/+THX3zxeZ5n3sfWdQ9G1WI+BwAfvDbZn//5X223m6dPn+VFfv/kdLFpNpvu2Xcvut6f5eXt7W1iZnfB3SyvjSEivFleP3p0bzSpXl2+mJpF3S6L3jZ9rZQijT7209morjemMFdXV/+/f/Pf51l+enK0Wt2uVtdlZnJrvvnmV7/9zW+2Td20jQeOCEfHxxGkruu23b54/uz68qYsSyqLjBCD80VelWXWuxYQlNZoAQxwjK7vBcB1HiKDQL3a1KuNMWa73Wqli6KwuWaWVNy567rJfGpzW5ZF23fVqCqqMq9KzxEUVaPKWgshQAh92yZ11BjTNq0gMAMQMcTAHjUyAhpNpPJRNZqOBcBkdr3eiIDzset978LNcklEXdMbZb2PIcT1co0KNut12/YiAgyIqAjH83Hnu+V63WxrRAyhb9vGhYAIPnSAvG3bEEKITmsSEaON977rur3anHhrYUfPsC/kvV9OIQTnfdc1bdt1fe+7XiJnxixm84f3H0wmkxRWcHFxAZq6vnPB+xgms6nNMiBExK5zRmtNChCXq1Vdb5a3y81mkzLQI8e63k6nM899cB68zzLLAKv1mplni3lRVcdnp8ooMno0nY6mo/Fs1rmelLE21zb3gaMAWaPHo6ZrQenJZBZF5fn4dr1pm94Yc3hHIolmUg4izWlgp9tV9h2wzANeKWBkBqO1c36z2fS9iyEgqk3dGGMm4zGAdL6/XS6d84vF4vzeuffu6upqXW8E5ehoUZZVlmUnpyeT2XR6etwFv2nroszH8ykTMuHsaEG5VZkNMZBSk/n86OzMxxCFV6u1NlaiuD48f/7ch7her3rXb7vu6ubaO19v6y+//LIsi3qz+eSzJ/OjUdOumnbl/baqMq1pz9vZdx5EG13EKFeXN8+fv7q+WS5X9cXN9eury6ub67Iqi1H15uqy6bc213mRCfKqXt2sbmxuzh+cm9y2facMTRfTYlRs22azWXnvvO9JmdWqfv79C6Ozxey47/zqev3i+zf1piOduT5s63Y8mo4mUxdSgXXRRhHh6b1jZfH0dOF8w+DvPbxHBm4218U4O753PJqPyICoqAzkpc1L40L78vXzb5/95s3lq2273vr67371d99fPH+zfLP1m198+/NfPf3Vqll9++K3v3r+62cX3zvyYvn+5w8efvXoyx9/oUdV6b2/vV6enp+BAhSBANF5cDkAtm1LqCZx1LZtCAECcAistNLouq4syuC91ma93BRFDgB935uMjNagYNu1k6Op326hzDebzXQ61Vq7GOqLi23Xee/mi8Vxdhxj3NQbEXFtX29rTeh9kEyABIlAIVlVTEefzOd93zdNY5QxuVG9JqO99w/u3bu5vZpNFwRo8+zbp98+fHTfh7CpVzozoEFr3fVdXhTHx8ePHj6qN5sqK6wZqKustX3XW2NRGm1tXlZlVbrgi7JYbdZBUtEg1EgRBYBjoKQs9H0fYyppyTFG9r7v+2a7QeAU1YcajaEqt0cni/sPH8xmc9+FFKABLMfHp1VVAeDV1Q0RHB0d6cwSBZtnXa9DDKfnZ4vj43HwZjpSL1+sVqtt2z54cI+dy4oMEC+vr1DRj3784+1m+93Tp/OjEw4BtX5z8SxTKvo+9K21Smsiq8iaHAoyGpCQNBD9+V/+5WqzfnVxsd6u81GZxECe523fICKgSpHWsCsgnIihZJd4sqPOFo4RJLIIgxASAyEyI7gopFTXuy++/upodnxycv/l8+c+Oo797GgBiH3n6k29Xq5F5PList5ulUIlOC5KReBdl2nVhm67ct53ANx2W6Xp5OREGEX46vLi4cPHZVEVReVjyPPcakNERZl3XUeIX3/98Pn33//mm1+/fvP6v/nX/40Ib7fre/fOX7x82vfNvftnIuF//p//3U/+/EfMPB6PlKa23QTvWdz9s9Ozo1n0frleHx8fnd1/EGMcFfZf/fRfEtH33z/77Tff9J3/9NPPHj66//f/6e8ms2nbh/nRUcHiOv/m6tpmRdvUT59+e72+Jq1evXp1e33Ttf3D+/er8chz9KG/d+80zz8BiZt2M5vPv/r6q//wN//xt999O53NxuPx4vioDc4F/+vffFNUhVLKe9+37bPvX97c3pZV8ezlqzy3t/Xy088+DQLfPn/++tUbrZXvQqq6enZ2XubZ519/9Zf/7J+vVrd//JOfjI4mxTifTMevX7w8Oz0Vka7r5vPF7WaVV5Xn0Lu+KMq2aaq83KxWVVnq5XI9P5pLiOvr28Xp0fnx+aunLzTS2sl6vTpanFxfX2/Wa+/8/Qf363U9m0y6phUXY987gHGZhdqFxonRL29eGYUQIDJzFO997H29XJXWfPH5V8D87MWzx48fv9i+mM9nm7o2WYZIWZZpUJevX3/11Vc3F2/s0YxAqqooqjzR3frgs8o8f/rydrn88Y9/FAMoBSF4Evjk8acxuslkSjkdHc8B8eHD+713D5887Lt+fjTrtv3xyVHw0bfuxbMXX/zxlyhwe7387PPPAGlzu4RcN8tNUeTR+1/94hfleLTZrjfbupyOvUQlKm2VRIKIwuhDigJC5330wfkeIiNLiqpGiZcXLzTIuCrXy2XUxedffnU0Pyoq2/t2Nl9ECUgIgMDw+uVFps2oLF6/fkkoVVWO5lNg3ly05Xh0dHoORru2NVE4wvHJ2REIKmQV7n/+yerN1bgai1C77avxfD5r2ON3z14SsCJkDvXmZr2yx0ejddMIxl/9+ucPHjycH01fvH5xc720RXG7upkdLT7/8vOnz55d3FyY3DBy23dKmS4FxZnM9QyCwuidA6EYAg26UtRKKcKm3cbI3nVIuSCwEOoscltMxr3fgim0tW8uL169ePNHX/3xYrEoRkUMbt1sL15f//Sv//lmswm9f/XqzaScfvbwk/li2tQ1d53OzHFZ/u2/+7cA/ODhfQKG6P+n//Hfam3n49F6eRXD2Ddds17dXt0stYkxtk0/nc1evXz5L/6rfzWaji7fXNTtNivV4yf3nnxyv+9X01lWlJOmXfZ+c7N6rbfqweOzxcnEGLr/8NPf/Po3jx5/8vo3T7PMWm2KQt9c3f7bf/tviyK/uJDpdPYPP//Zo0cPp9P5i+evf/3rX//r/+pft10LItvNVin18vtXX335o+22Pjk9/tu/+du/+ulPf/HLX168eXPx6s1f/vO/bjr3/LvX2/Xm/oPzqhw3Tff8++fL1S0AMIdNXW+3awkxy/K8ytf1etNvZu0UDOgMl6vb//q//VdFXpIyMQoifvmjP1FaIyhE1IYAguCg6f1kD6izaGv2wTscZXb//tW2K+ZnPnaXG2cnJ9dNKmtC64slI1h2UViE6rZh5lW9FsG1a/VgQxJNp3MAcG0HEY5OjtfrtUatiUajkdJ6PBlbazWp1e11DAGVyrLMua5tu7KscmtNltK9QqKQII3KaB8jM7ddB6QiREQETTbLSGkXAhGCgul0ullulFK+6yejkda6KHIi6rvO5iErMq00MKw3myIvAEEp4Agxxm1dl2WZV/n29aq5QVvkiV1eRGye9651fbG6uY2jUZZlJrPiw/rNTee7LM9814tI17Xj2Ww6nYQQZrOZLYsIHGM0edYHzwohRmMMcEioQ1IWfPAi0vUdgWiiwBiC77qma2rvmicP791eXW63qyyz58en8+n0wYOH5+cPogtK58AEiOBCnmeGbN+3MUSrTW6yVbMRhePROIC0ziFg6H3XtZWvjDExhG3bEgGzq19fgpfp7GS72t7eLs9N5mPYbDZ91+WZMdoajUVeiiAIeR+IKC9LICRSZ6f3qryySrnexxCEkxrAKGKMyYq87/uBPoqTsqCQYHDuAuxzMd5qChCEARBICQElnnzV9Y45jquqif1muaw3a2vpZ7/4eT6qFGLXtqnEnnd+dX3z5OGDv/sPf7NeLQH47OTo6GheGPXm6mY8qk4WR1rrs+OzV69egUAIPvTOGO26LnIY28oHv+qu17fcu/bb334zm022m9XV5SsWpy2+eflitV6/eP79vUf3Hj54mOf6zcXL29Xtk+0nk8kkuFCUk8XRGQAao+/du8/M2+3ax/Dg0YPxeLJer25Xy7Zt2tZVVbxdLU1mXr15jYiBg7+6IE23m7XNs9a7Vb3tQnh9dXl5c62V7Xy/uq2DCACRsYFp07SdC2j0408ei6Qaa2EXWGSVIWUIADjIdDJhkbyq8rKyJmu73ocggqQ1KcMCgMhIvXMg8dAznUJfPUQ4KMuQ9GUh8KQRkVPROKC9N8oLARALsyALCpKAgIguxwUgJJo2EAiBnXN1sw0cbZ4DUVVVbdemCCJmNlnWtq3rGlBgi9zklnLdb9yomkRi7wgUmNyAApNlUVjnGQu3fSsioBUQMIKP4d7D+8mkT8Uap0eL1nuTl4KklIlRfIgxSlmMUGH0UhRVVY5cKzHGzOrJZHLx8vX6dnl2eiQ+1n6Dm9pkdjaZKq2apvGdgyAQonfOGgVoUGC9XJWjwuZFXddVVXGIrq59CBxj07bzk6N1vXEclFY+BmMNIIKiVHZQZKiCk3Kdg3OaMLlp26Zu6rXrWo7uZn3TdXVuiy8+/fzxo08ITL/l2zer6XS+vq4RjVaZ932IzmZaReyazXa7GU9HBAgsgBhDNJlplxvgEEMA5qooIbLrHIuM8sJvaw20vly/ePkixnj/7BTAb+rbapRPxlMRKbJ8OjvWOlttljOwJKbKR2U2Di2gqDwbeSf3Tu4DwfXyptv2lsyoHBsy202zBylxRxiTCKYS3DBERO0RCgQgTEAPgSgUBCYQRDBZ1q/r5fXtw9NPCqoosfs43/fNaFwWk7KtN8aYzKgH52c3hv7T3/7Nz372D59/9pnE+Pd///ePHj4YT6snj55cXN4+mZ60dVdNRpu6v7i8ubq+fROv/vKv/6ptu9VmA0TM3Ac3mU+fHD3+9Te//slP/qx32+2rJSC7tn758kXfN1Vlv/3m19/86hdRwp//5V+MRtXt7e3f/d1/Gk1mp+f32sYtt+16vS6nTdu0z169sSZTtkKbs2rf3Cwjmcb55XbrQBb3zhvx08lUiXDTfv3nf2qN7Z0r59PRaPwno/z+/Qezs5M8K/46BudEKbJZHrwrqyqzZlFvjFXr1TpGLyCEpKxWSmHiIyTuuq7tm9oFRYpJBWGOTtJWzjHiUP89SWYfAiBDTNx+ySImACAJzMwRmBmQlVKkzC4mmEkIAQUFgBWoREcEACQIAgwMICQoAtqqDAAYYblc5nk+Go3Wy9Xri4tyVI3zPIRgrd3UdVEUiatysZht20YUZVmOiCqzoAGVSolYSVYppYAhsxaRpvMZEWil2q7TmnYSIZZF7kMEAFTEIEVVrper0WjUueB81C4qNKjIWAMAirAsy8l4vFltEDCbj0eT/PK5AIp3g7vRZjZ23Xw+R0SrdMNsjBlXY5vbVMyCACfjSV5YH+Pl5eX8+CTPtm/eXETfZ0Vxs7x98OShC75zTufWS7Q2i8IRJEYJ4a5IjIhIDAqBQ3DOdc12W6/6tonBEQdCOD89Ozs+/+Ovf3S0OLu+uDk9elCUVbftnn/3ejqfnZ2dmzLfXl0yu8zYoigBbkTk9OwMCEXYeZcX5cX3r+bzWZkXMcYiz4nIGutcKLPR43uj4Nzl1RuJMJ6MSBOCFIWtt9sYY1mOlDZd53y9NTYPvnnx8iL0rswnl5dXbdtak+dVdnx8HJn7rvN9LwLEJMzOOa3z3frfVcQZWLuRmSHFUA5FvO58GCiptgYQJtZvNZ/Ovv/u+5uri+PpmcHchbBcLm+Wl2VRZJkpR1XrWlJQN9txMcry7NPPP2m65quvv0aUk/PTo+P59fV15+L85LwcTa9vt9L1tqwC42g8e/Xm1d/9p58JAgHOFvOsMFmX99EFB1lVbLuu9T4vM6uMYzFFMT8+aprt9PhkOp20fV+OJzfL66Oz+2cPP9U2K4oyhDCqRnXbjqqy2bZEhIoUKQKcHR8zoCK0OkMFxWJWlVVdb4y13jkwejSbeOe97xFx2WxIq+t61UbXbkNZFE1oMaocJYTo1pEhbrf1aFRF4QggUYBYeQ/epWLxIOJiaJwzRU5KiSZBcNEjURSOHAkEIIYYhZlQEQKwAOCurnqqbHDHaZYqmO3xdUpifRATu8IqOGDRJATABBBS8VURzVFC72MUIe59X86K2clc5do5hxoYIqqh/Hf0gZVm5sl8lo1zk5t6s12v1ovT+Xwx956NIkMGGEgIIhR5zszGaEbQhhRHG3KIoElppV++eLU4PjKkiiL3IbRt13bt0clxjDEIBIFqMjFKJcpu0OB7Z4+UQ+VDcJ3LK5vnxenxibKqaZve9Y8+ebzZbNbrtev60/OzbdemWa6QRAACA8Coqpbr2zwvfN8DACmlAHuOOkZlFBDZPG+jJ2ti3yJAYCalQCH7ofJ15Bi9jyEASIg+uMb1W/aOXR+c4+jcpp5Xk+PpyaiYjMvJxrQKVb91eVYUo2q2WNhJCQCkVYzRU5gvTu4jKKvBquiC9z4VIuraRs3nNrNN20qqkU3EzNfXt5PRtOvcarmZLWYC4erioq7Xjz775PaXv6ybZnF6JgFev3mxWa9/8mc/efnqlfe90dr3odl2221zejoxOvuHv/+Hk/MTRcpkWbtZbZvtyIzG43GMfh9AmQhi1C6zExIsKYKQeO4luSxSNR5kEIlAjCSKMPje+9D2PYOgURmpyfGsrtegiTI9mowBIMuKy9ubIHDb1KOuCQCXy6XSWC3mpixf/fJXjvnJ4y+2PvaC29u1yUe189PF0U1d6zzzMTZd+92rl1mulTajUZXl5eOjU0GY3H94NJ+5prOzowdfZoXNBSTGiIoK9uPpNF+cAoDWOlnp4L0py1JbBiabZTZLcat922S5RdJkVN272HmVF00IYHXjHQubqth0HTOP5nNmruuNLfI+BlHUta3KbF7mIbAQMLIgRokRohB2vQNgAmKR4CMgIirSKACZMYBksgwJuRdGYBaFgihEqbIRaEAh0qiiD5B2/UHpE1QAQIPjSQFASjtOA8DMgfAuEpYS1RIgREbkuwqSO+IPTULNpinyvBqNNvVaIpjMnk/O1svNeDxOy7Ms8qoqfZ+qbOUWAYI45/Ki2NZbiBBCcK0zRQksEECieB+1Ur33y23NCLPZpO/6yDE4jyxKIUQmwG7btU3LMRLRaDyxVgNrm2WASFoJAqJyLlqjqrKUCG3XeeeMwszYvmu3281ETarRyEeHmfE3Ps8L7z0za62dc+t6jQqttcn34L1/8+bNJ598iojcdd65k5OTVW2A0LFv+46MFkKBHbc0AuJAdc/MIYSu67u25ehc30XXB+84eohBOHJ0sfdffP7l2eL04f3Hk2qWjWdHCy8hLpc348lkUo3yPIMIfdvmWamV7vsmdN1oPl3d3Mpqc317O6pG48nYtW3itu1Fbpe3ZVG0bRsEnHOL6VHn26ZrGPns7Ox2eQkADx89vn5zpchooqvXb5zzeWZaRTF6pdR0epyZHBCVUtV4NJ5OECXpSsqQUphXeV7lpJSPnneld+4iw0REJK2lOyco7MPGcB9ESUhIA+Gll0iKyCrP8erNy975tm3qbj1fLOIaQZs8K3OQ2nkjGImu1uvZ+fnk9MR7Z6sSi/zBl1/eu/dgvdqOZ/NiMmu6pizKbbM5OTmZnJwwxLwoijzXVhFhBAm9b3oPWocgx1kxKstLf0mZHZv5ar2Ozps806giynrbN10vInlexOi00hz56uaWQbIsR4C63aJSIXhBYECW6PqQyrWv1uum2VZlkZTrsiy3221ZFttti4jO9anaQ5ZlMUZjlI+BwccYfejRWCJSCgFYK0IiBIoxhiDCrDQq0p49IDJH57oYOTnaAYCSaGbB4QExAAGkus372oh3Fd6Y4+CHGkoiJtnOQMIsqeaKwB14EcWj7LxWcIc06SRNsjzXCkMILCDIAFCNK0w4KIMpMiBAxLZrJzQBgcs3lzHG8/v3nFKu9e220UTAIi4yp3JYTFp57+u6ZoiFNa7rKAUgOh9YyjK3Rl1cLvu+n4xHiX7KebEWszzv+9B2McFjIrRt/Gg88Z5DCN57hTp2zvX99fVVs62PT4/K8QhY1tvNpw/OyOrOex8CKQVa9cEzwqjMlaHAwVprrdFad13fdf3i+Fi1Ki/LKFzX9XgxjRyjdwLAIClyITn5RSTE4J0L3sUYmqbm4FzT9W3TtY1EnxuTZeVP/+Jf1Osa2Dz97fendXt7dW2tkQh93yhtVregbdb7mGU5KYWUvbq4fPT48c3NcraYN00DAKOi7Lp+cXTUdG3XtHWzXSwWPobIEUi6sH3z8lVw/vr6evxqtNmsx6MxCD37/vvFYpGb/PLisu2bhw8eaBWbekUadKZJkQ+eLHVtt203IvzpV5969lfXl7frpcp1VmhQ0m3ashwdBk3fAZFKEe2ZplIVjKEWMZIQAEKagxFRUNHF5Zvbeh0RTx/cX9xDVDSeVIJyu1oRKWSxNtNZ8Tgvx9WYmQPHruuN0X3foTWQ6dHJqSfqIJJrtTbZqAwCYG3jvS5yZVQfgmvadtkxB51ZAlRaS89EBBKD61FiYvQKfaNsRgS9axnEairyrGt713WAnLTy3jsiiKwAqHN9jAGAlKKurrVWAKK14RCmk4nRpIlYGxFpt43rehQgEKN1tHkqU+Ijs/dds40gIlGRYt8HEkNGgEPsBSICoTBCZAkxisQYtUeVDOIooEijsSqzOnKEwOwDBhDFTBhjVAKp9kIQ3puBh2IixevsZXqSFywBWASjDPUiAJGTeQgggvGgkByDsO7aLmXb1E3X915ZUGyvr2+yPBupChRw4JR3QAoi+77psjyPITjn2IfNZlNkcUeUICF4ELZZLiQA4ENvrQ4BlFJGa0UqudOdc23dzY6PTo+OY4wq0wkdX683dj5GAeec99EaNZ1NWLitm2C0Vnq+mPZtpzV1rs+KbDIet9vaOe+cA43aagAIPpAi57wtsul0GkPkyIBgbWaMPj+/p7RWpLRWABCc29TNdD5b5Me39TrLCtCKOQpICEEZ3fX9gPTsIgtFGEC6ruPQ9V1bb1au2+aZmY3ni+miGk99Bycn94zKimJ8Kdd93RR5QRxdH73AfGELm7OI74NVuhEBlK5vZtPHbbddb9eZUaL14mj63bfL69UNIlaTcrNtYmCjTDUdle14MZmZ0haTylb5Yrq4ubn55PPPmbkqqmJUrlbLCLFx7Xgx6lWMyEg8mk+jpub77yNJOR6NxmXd1v1luFrdwjqstuvFYjGZTJh3RFIiOBiviIiklEKJQ1jEXkeNiIRCJCRCiAAIQigIk+nk6nbZOYeZIaHO9eSc51CMR6RUu2lb7znEyNK4btt1qcJfntnc6OX6tnHKWrvuWlMWDFK7ZlRVXeNMbpabNWq0aHvXa22yvAAAQQjeG9RMASQ61xrC0agKwTnfTeaTzWarTQ4Aveu7rtXGKI1aGyJyvgOkoiy1IuedMCuF1uYigqSbZpllJSIpTevVmtkLc9t2ZVl4lm2zLWymidbrVVWNFKLEiEQK0RprjHH91milNaEDlgCgUhXjGHoegkpAU6oYAiASfCAiiYHAIClGij70XZflOSWuLxigg10I2936PxToeJBGuJfvpKDrwmAt7gE1SdUeB5YP3pWJEhBBwKtvruumGY3LVIIpy8xmta4mo9ub25Pzo9iz0nT95oqZT05PQQH3gayul+ssywDgN7/5zXQ6PT4+7vteAqfNWeXZ5cXFdDIRkdvb62bbHB2drDfrk5OjPM+bTdO2bdM3jz77tL5dj8bjOKR1BhFQirLCvnjxxphsubwhxGpcnZ6ePv322/PTs/V63XXdvbPzzWazqddPnjy+fPmaiDzwgwcPLi4uTk9OXdd5Hy4u3jz65Ml6vV4sjm4uL+t1nedZ27Sjqjqaz79//nyxWABRNS6fPn06noxRKyfeZNm6b9DodbPN8jK5+7Z113UtS3AhNs1ms1r1feP6TqL/7ulvR3lhNZVFtpjMvv76T0o7OZqdTKdzEUm5XmZId1Jd1282NSJOJjNmvr29bdvt6fkpS0BEpZU2BgBc8InMpsyLvuveXF+2bVdWpSbVdN2Dh49FJAZx3rm+DyEigEKyRSYiare8U3I6EMXBUFIwVMQDGDijmJHbbuuD/3/9d/9PYxQRGGP61nkfQ++895ETNa6TENu2rrc1+7T8PKIQwLZrPTsQKzFHJFKiNZOKRPH29uXri+v/y//5//qnP/5nk+l8XTe7iRgPJ3TqGOyKtu1m+d5RIm/Pe2IOIgjAh6kiSUAk9x7tanntVo8g75x8iCjCb60j6vv+LliWZL9sODARIEOqpZgwWudc2lfuTK3dm31Y7TsrNkKUxB2yyydKZ0sJO3u38c5IS/UQ9yufhmC1gQAV9hfdr3zcFYjef57OlhxP+w/3XylIZZ/vWhqQMBQ9St4QiTBYl3pVb4xWtjR9633f921LRFqRJhV7Dn3Y3LbMfHLvVDy32xYByHsFuFqtRCSzWQo9IKKbetm2bVmW9x88sMaGEFarlbUmy7O8yHvXM/N6s9msa+e8sQYYWHC7bWMI2pjoY4xRGa219n2fWzsZjWazqTFGaThZHBmlOfrg+6attaHj42OVG0GweQYxAFFmMyAClswYQNTG5MZCjNqYo5Njq7VzznvPAHmWKa09xxAZEMnoutkGEFYkIloppRSCOO8LUxA5kVRqJkTvYgjBu5ubG6tBIRlDWmki8iHWm+2P/8VfrZb19y9fAuB0OsuLvN7UNzc3RVGIiHeOkMjUAMAclVGresUIGlFZrYNGwCAxxuhDZARALEajbFxVZZUb24dAVguhFsqgCMIKUJHSWveuR4Ghxs/ORhDCyJEREhP38GGaEMEpRPQG2AuQICRki7SiKELIeJeOEdkNsw0iDJgDsAggE2oBQlIABBgTbITI2mpjjVLKWAuJUpA0S0SgfZXgZEsfCAWEdwol79oOFkkHy76m8YGEGBTrfRVygN0cT6TkAIPf5a3fDvn1lLwAgGkNAzBzSIxhKZBUKSRSACaEcHjpdyTFHrbZLzYEYbiDcvYHJwYetS/OPJRYBxZKTKe73g7uiHcuene5XTbt4fn3tEzvfCUQEdU7g5yGHxkY5KAM7dBhTbunU2/qIs+Dh9xm/dZJjL7rrc5Wfd/7Dhhub260NikHIbNZ27YikhX5Zr02xtzc3MQY02RN3Kda66IoIrM2mc2K8QRNnvXrjTYZGpukHiodmQMDComwD6xzBUSRGYhMZvNRBg6kl3pTN5vaNZ0W5NahItISt32MkYxRIKnOfQy+7tuiKBJOHpgjiDJaRLoYHMfZyVET3U29Zk3FqNSlVbnZtg1ZgzFEYBcC7YgYRSSFwTOz98G17XbbNE3Tt9tmU0uhtTbWWkVqNpsVeVWMK8fBAXuUGAP2jUeJGCjXUaG1mS4yIrJ5BgDKWq0VaAAiRYQa92qhMIYYtDFKqfFQ0UsRQYXQ9h4AQEhALAAAaFJKoSEEANxtLACAklZcYsi7Y5FLyRTGGIGotXY+TYhhFyWtIAbwIshRxEuIHH0IMU10VAJR0kIWECCgKEnADOzBibAOjDFFWRptrLVpEms9RG3tr/X7tI8d+a6A2H8OO/4iGbZKYQBE4VQTIGnXcf8eEBKrBwyp62nDT6diEOEQRckgVyXG6AGGbTcVIMThPIO+IswMEQBQ0qjsJcauz2kR7kBHYAFCAUABoYQ+SBLPTAwAGAkQGQIiEhMAMN4dE5FFBFJdglTlUFK4O6f3AgNEkQBOIdmDFEl3IIa0GRAi7JygKAACKKDLqhQRQHC+W8znPfU2M7fXN3meI2LbtllmGOLqZrlabk7PjrXJRSRGnk5nzjtmNtqgUlU1Ojo6IiJlTRp0ZY21drlcBcXMoozVGklRUVZI1Lm+98GYDBEzwlTB2hI2TZNwYOdc5OCaqtu23vX379/v23Y6HmlSaRFFkW3TFKNqMpu2faeMLsYVKiVEpshtjNe3t9tmm48rldnLy0sRUbkdLSZN3QaFTfS5JlBUjcYu+vnRYtM0ne861wNh5JhnSmsJMcQQQgi+D33Xt9t2u163zcYqrZDKLENAQ+rs9GxxdPzw0SdkzOL05Pj8LEVPAIBVpDWu143NMmBBRGuUCEgUZbD3DOquhmXyhINCpXUKg1Okokjf9SKCCmDApeNesfRyoFIe7C0kIDuNWvhu70ozwFqNQy0P3uu96cZ5ODIy3DFHpXrBKJJmIKDgoY5/AGrKruDYZDy21iitfD8UAd0dSO/shz8gL/Y688cO+PivdtXPkPZKdfp8d3UR2S0eAdgtJA6RQBQisHCIIToJEqOGlJkmLEnqIqfAGBQAZBoWIwjs1XMGAKB0Ur675fSwQxSR4blwsvsQGFNNKRISiMgQk0sh+ZAxUawEABAcnqlw5EE6CUJa6sOQMg7qEgJESKggRI7vCIjULxJg2EVJiIAIsYiIDsEVRQEIRhvm0HdtbjNmVkplhX318ruyLPIs877Thpq2XZwcK02XFxcnp6dd21+9uTDWAHPfd8Jcr9epkKwPAQHbtvnsqy+lw23TiAhQ2fW9VSY4tzieb+smz0qtAQCiF6VUWWYvf/XCaJ1ZmzwWNze3mihFKG23281mHcJQfzzLMheDzjIw2gW/bds0dnW9jSBKqS44VRjWoNHaIlekbJFFgmxSPPz0UVqBnrmcjsbamIIcxtDEAYncpfRFFyREYWGOoXe+7fqm67t+VBQk0WgDMTDSfDY7PTldLBZ9oM73MTBhIsGRuo3eh6LMUCGn+r2gBCRw5Kg9CwAT0pBRHe82wGTWai2ImLxWGo0PPu4eMCYHrAAABI4AQLDjmMUhbmYne/Bggg65p6Qg+W5D8ACatCICDj6yT+i3iCSQf1BtGFL1EkbQQCACQCB3a+8OuwRumvbs/EGW5yISQtyb33CgAO/bhyO4d6dNsAIcmtMg+BFjJP0orYFBTOyhAZS9bSIgsqsGBMlhOBgIjIGTsQHIkWOIAREhOBQJzENSL/NudTEKMwIqBIkoQyUE4UCgBIHjsHvzvkB8+j/LvmPJYAMAQWEJO9sgSa6YmNRFBFGi8M7iiCjEe5uGBQiHgRVI79Pi32kEkkKpRICRSd4bLAAUSH4OSTGBKQ4ihtj3fe+dDz7Zb9659Wq92qw++/JzpVXXdX3fIqLWJoRwfX05W8zXq/XJ8cneHgshKKVsZhVS8GG9WiUXsZ1OtVJW67btPEdlFMdo8yJwUAY4BuDQt5GZg/dZnisCq7Q1pjo9reu6KIr1er1YzLXWPoYAIgqJbGWMznVZjIBQG51VZYmslU7TbrKYW6vrbVfOqiI3fR+VxdnxkTHYB3HCiJhPx5qAGRQAg/YcYk8srLXOskwZDZHTKhr2zxij88E775yESCzBeRLOKuP6iIB5lmutQgg2HzHGZLgaowAgImvLzN7HEEMUEVQIAJFj5LTDCAMioUJNSuEAI1DyLhGRIgWoFRESRI4CApFBkQIkpCHVephhd+r7fpccpMLbLcaY/O0hhBiHMBtEgBiQmSUIRATZc1ozR+G02JInLnUS9673dzSItm3u3b8/qiqOiegcY+S9ErGXVml4f1iDSPjlXkYMXucDn/9B42E1JCMaeL+RDzbRsKTuPh8WEgAkNJdFRFCiT3gHM6awAdIoQALCEoBJCABiMmeG90FEkO9MjHSBYW2zAEDCjJKhn7BkYNmvz52UlP0enjQ4YBSQpEzQcOe8P/9OYApEgQFtSVjGYCbtrQaR4YD3AZy70d7Vgh/GAUAjYoy8XdeJSBIrRMbIMQoDwenZcb3e9N4RUd+7k7PTq5trF7zJ83rbrNfr8Wi8Wdccoe/7oigAQCmFApnNyrwgoyEGRYAQxPcQMk1cFln0Dnrumra0+Wa1QkRjjERuNu1kPEZEm2vZ8HQ6u76+ttaiVnXToDXjfG6KLMsMERBqVNCHGJm1VUAYGRDBGh0CV+McEYBACIWADEYEz9FY3XYOADJtlQIkkIhN09nMApAx2lqDSokEEUGRiBA5ut43Tds0reudRNaIwJz2lmRMZnlmjAmRVze3AkqRJaKm6WKMRtk8z51jRQY0CjOiEhEiUUr3ro8SRJAIkozjlD1FOsHJ3jlBEpIIGDjarKTB6wogEmNI8XFaqYNlIvuO8dsRNLIXGAdU3SlukgAJgBATYzeKoHBaUiCSklZRCAFRhBJsIQSJYAsQkSTl4wEQkXPu/r17o/F4t4ug9z4VTNz34lBM/ICAuHvdKygfPZ4BEXYOwERyA7sKifvl9FZLZVbvJNQQTRg5IgqlUiCCAiEF2iW3S9z5YtIyBoD0cuCAAMYBAdlDSygiOBwzyMo7+FJQJIKQwsFOSd+ysMSDc8qBIObhjt9WAWD3ft/een8AVNMdJAKyQ16SZUqDAiHax7CYLkxmiqIAASJSVp/dv1eOCgDI8sIYQ8aAwLe/+U1ZVWdGZ2VW5VWzbdiH2dns9mbpvT8/PweiG7kq8+Ls3vl8Pu+67vr6uhoVmTaOlGNh77n3EDl6f3t17ZpGL45832tNpiwVwnK5djHEGKw9Wa9W08W86duIABLK2QgQI4hSaDKMEVwIRuncqm0jpAkAgo9KKSDovSt0vlqvJ6NJ4Jgp6loHiMYYZlCktFHM0G23IFKW1Xg68S6mAds/TpUCKEN0kfu+b9umbWvne4ZAqDRqD6yQRBgxFnlW5CObF54DCypls4xEbN97ieLDjvmWVBhCmCOIKACbGR+QORINVYJZhEUUAhIJIRFoUsoYiCy+35fHTF6xYZ4lubyfOjjEwKS1CkJICZ7k/WxhRkIFgAcbCgtImmQKcReQL8wR7gqXCyKiAFKCPBBJCdLOSTeA8QwSo8zm87yoYlTJK8nRo1EsdwAwHIiGj4KRB5pCWvTDbOa3ZQQyCAEyKEwKcrIUk1tUJAIYkZje71+Ro/MeEWhHByQpK3UQYbgTMRwjcAjee2Pzt7r3tir0wTtKwyYSASgJAQCOUQAYGAUiM7AEYRTgXOWyc4judvv9uZPB9e6l74YKUpTKHnMZPtl/jgCCd/YdHrzGGAmSXxYg6YUsAKAZIuWEEUABCCilgUGAlFLr281kNCZtgOD68vrh4yfCsF5uij6MxpVveyJKccjVqLq8uDw6OoqCk9m8rmtUGkih0peX1+cP7scoIrjZbBUSkiLA1WpTVRUpjYjT6dz7IEQvXj6vxuNqXN7cXOWj4uXrF8dnx63vTKayLGcAgygAXQAAQK0dAzBorWMASEliAM6DsbkPUpTjwKK17ntJIQYAApEVAvsAAJnNRCR4TnKdfSiKXOms2W6Ksuz6thyNm24dQmib1lrtQxt522y3Nqs4YlVOosTb1dWX55+kdASIBoQRiGNsm90mgygiSusQAwAgEYOkGDgfh92VUINAjEnfRFSGh6eEQDoCBB9ABEmn2bPfD4fNXyk+2FdlKG+jBGRA3wfpwAAMSCAkIkopIh0DM3OWZSw+03lRll3Xd23vvI8ctDbAsm2aznXWmhCi8y63uXNus9lUo0oCghAAxRgJWBsUQBeYlMnycfAEgIosh1hmtve9Um9li+7DGUQO98bDHV4OJrTsUbdE/DXsqzEKCzJH4OgCIyOjQIyCIpGEAKJPUZ6MAjEICEdgBIiENKhQlEwnjoFTiPo76x8A0iy6W6+7GzlEWN4RHxIZkBFUAoVS/UKBqFCn7wQiAwgm5SJG9sPS3l10twXs/bPD1ZEw3TsAAFC6CmACThmG9C3avw4SbxcVsrvIYIzgzvrbzR8UQhHRxbiEZP8gAIvzARiLonA9c4QIKV0ydH1ntCUiZJQgzXpblEUKqV4sFoBQb+rxeGyMCcxXNzeoVPR+MpsJS9/5zoXxeOa9u7m6Xt+uJMJivrhd3ubrtTEGAK5uro8WR48/+/Tlm5eWs9yU1lBJSucmL3Iy4AIDDTUjd8M3PAZGoHeE6TvP6eA9DmktA+6FoJJ6qTUyIyhQWidyxVQ+G1m88ywcotvUS993QKIUQaRED6ENGkOIEqMEL4Pz7D9Hu5udB3crO1T/bpoSSoIn5c7nn2zPnfYpgAwDxph+FVO5cESV51VapczcdVujc5FEHorC7Nl51wXfG6NCZOZYlgWR2bZtCr8jIkKDkglEJCbFPk1BpREUEKXNLHVWI+0NnHc2wIR/4YE3BPaG+nDjcdAgWAQ4pnykpNnsuEIFYnIT7haTIMDOwZnAPz4IlWKRRD8gDDz4JA/dH+88hWF13sUd7G/kBzAUpLSBMyJKCjWghIBL+jUIKgUsCAQ0JHV/aDLAB/pzd13kd16H6+J7r3uP1eHJZcC99srPTgihJgHxMcYIUeptAwBGWWux7aPJMyKMzF3rWNCHMJSEYe7b7vj4uO9cvXldFMX15XUxKpXRyTlaN9tjPFltNicnJ7YySqm8zMazUV3XpFXXdURkyAYJDFBUlShouq1us6Iox0fz8agajUdKIYJCDaRSHMmOOhZAwz5lFd6JjHtvWD/aEDH9FneUk2nGa61JKx8jDHi7dH2XyGnX6xUwl1nBzCoxjmpGQptZUhACI4Uf6MxHuvjhPsp7BxyuqLd2sKSGDvEsgncHvA0/vNc4xhjjaFTto+68j4hBQIi0UsEH2EOYyZrpffDeee4ChKzMBJgjI6VEQEgjlmoWK01KIxEmCD7NyWGRAIjQ0F2BITYBIkICNyQZO0Pg1sH9CjNLlF2mKQyBCJL25EGb4JDuWXbw3147Ty+Yzrv75y5KgVIQCQAAKiLciYkU8sG7Yz4Ml/wOGbHXgPb7Mw5MyLgLzVKoROQQSj7YHvYT4F3l5Yev8rHD3hcQcCDp3pHdWkRCDCkryTs/Hk+1RgBQShWFBoI8y13vRtUoy2zXdkVlCDDPc5NZ6pRFzLKsbrbz+RwAojAQ5rmdTMeXF5dt39kqw4xG0xEYIqUWJwuNOsa4atbKaFHYhU6xKiejoio8u5N7p1lh9DB/IIgMFARIAJDMJD5A139QdXh/eO5C8QAgAQjpmxACAEQgrZXRWde3abCUUt47HxxLcM4bjUopjkGR9d6rFMqCCQIQTGlMH2ofe2AfbW+Lg3em4Mf2t9//Wt77NBTWZtYa732eKRHx3scYQaVgbYUYSZO2qtk2Wqs+uLreeh/yPMursfNuyBQUFokIQgr2xTSGDmNaehGREk3Rrod716akdCaAwVZnSdwpUUT2HhOByHf6wh0SIQfBGgAgfBdJuR/Fwz0/NbwzxADuVleKBE/rR+2COwFA4Y5h4TCRYTjVznf7wXHebT/v7tjvBFkfnuetR/kh6XCovLxz8h+QU4eX+6CAOOzMvulqPFkulySixiOTZ4LoQrSZcjEYNIhABlRmyqLQCogouCgi42nZbjshnE3nSqkQg0h0MQgJaqwmFRgoysxo3TRNSUXbd8ZqRi5HhTBW1tavNkyydU3TNHlRzE8Ws+OJj8wCqIBxiAtL+SyRE/vAW13Hwb4++OTwGfyuYdoZciKSMmcRkWIMWmulddgGIoocjdGQIu2BiVApBILggrGACFG8c12IAYC1IaUQQvzPYmXsquTKO9PidwqCd0XGnZky/MkQkSXGaKU0EZVl1TTrzJZKqeADM8QYU8J7773EwCJd37fLxmid5TbLjAv+zdWb+WJulEpFeUSACLUmQqN1JjcRIAUmanmnJQk/CGkZuIwGI2nY0lki7xj05SAUgjkmjSkRJcE+B2GXuczxTqX84bEaDLFBRxiSREQQUQ26OhAI7gQZ4V5J21dp+cj6//2e74cshQ8pDvBRLRMOL/0HiQmAnbEud8cfSoe9GqJRw3K9tMZMaU5Edb1xrj89Pe7a1hhlDSEBEWgLwKAMhRBSrZzleoVCLgbuunWzPRuf5EZnWaatqkYjCFKORnlVXN/erOuVd/1kMmYRxzH0Ppvk1WSybbakcHFyZIvMZEYINJELHBgouaYAFeEuTh1hp5LCYL39kxriACzvRoeUwhjAGGuMSr73ELzWRmuM0TP3WqdjAgCKRCICYOc617cAoJV6J4Po92kf3+3f2pfeP+wdQXCoGe7e/I5ZorXOc+j77vT09Be/vIgxSzs/D4U5o4++c10MPrre5ObVxfKTx08+efxkvjj+1a9+9W//h//h6OgohU8xM3NEiQBIRAIUY4xDwbEowgIxaQV8YOELsLCAIIgEcYh4EOgLRCgCzgUYUrl298WSoD4YQonfypJK0vQOu9+9wnuf3Ln3dmljPKAVQKSTvEg+38HcSE8kvotQvI+nvPOY3nk07wj6BCS/q2IcKA6p4U7bORQo7ysRv7+o+j01Wg0ApKgoSwDo2k5rZZSCnfM2BDYZJWiJg3RdNx5XgOj7qFBPF5O+722W8YqN1aBAiYIIWpn1elNWo+T3RkXKWkD0MRRZ4ZsWAMpxhUbZwhajTAAEwQt0XV/YDHGA21O0XowSZai7MWQi8odv7+3PPmyB70Rjeq/2zylx9QiItcpaA4PVjSKS2QwAnPfMHAKwdGU2FhFrDaIJA783wA5p+8EHsrOd7t6/1wb/+Ydth+SHl484C98+8u5sH+qOIFGi4X/48OGvv/k5phAMxCjsfBBIrMec4k2t1drox48fffVHX/3RH/3xbDH5N//f//e2WWd5Tki4s/aZI4uweO/7EBxLEB40CGaJHHYBiDvVf9f/EN4FKYdAI46HfR7EzbDq4gG8sMMOdzB2gmr3r+k/2IVDAyHHBNgMuSHMPGSsULIUD00Jen+Ef/92KMH393uHR+yW/ftG8zvX3MuIg09+6J8f68whsPpBmwV2gkwS5dxisRiPR8LQu3ZxfA4CwFDmmdEqwUdEBAxd37VNm+fWGPvm1WulTFaYelNPqpHWJAzMcnN1jYjWZF3fT6YTFtDaTI+mIQRB6IOfF4ttu11t1tV4NM7HQhAieO+zwiCCVgZgiI7dQQAgiBD2igOIQJBhhwGAH1QkPro534leUDuVOyAakUgEWlmllLWZItX0ndEagEPvYhSOTCJqROK91hbICFOMEoUBIET/n9GLAR+GGPj9D/cq4n4K7vSjd8+3j6uLMXKMIpHZn5ycWGu1Ns775LBkTmw9SqERFaxG77aj0p6enma2OD970PcRgC4vL548eaKICJUIIYlSguKFU5HSKDGgsOzEh4igwBCwmLA/EGSQgeQAkIVRkCWCpOCLdMvAKS9hACdEBua15LQ7FJeDAE1SIimeu7TKvawY4qxx/5MPInbv6W5p1imzl2upb4gKUGL4MD79sbX3PirxwZ/fdQlwCL7+EPTwgeM/9u3u6u/PonekRmpEBsvRaL3eIMH5/fPg4+pmDQQhhOhj1/bA0NUdCNTr7agaE5iXz15Zm4cQJMB6vfr++XMRefbs2Yvvny8WixAckLjQp6oWaHUXQgC4Xq+LcRWQT+4fj+YT1CQ0rGBjDAeACEbRLtB4WP8hADBoGiK7EkylABUgMiADknzwjwh2RV52qAwyALBg5FRPFyNDHKLuWGvjvdNoXCvAMBvPSAgRY4zB91luSUFVTjmSIgMAbXejTMizyb3zzwHMerNxoQOKiJLQyoQH370nDah2qlF6hm/nO909QgJ5u+tv41jv3ywgp9f0ZvdekO6gh/S4B/klmGBpAM6LDABG1eT2dlNVU62sNXmWFcDKqmJ9u4QQm+0KpDs+mpydnH75+R9zKBbT+//Nf/u//8WvvonQA3oBR0QxYvBgFAXvY+Dby5u+qa1G4ZTbgd4FxBQKFtl7Dl5CEA4Qh1eOnr3j6CV44QASOXqOXtgze4kBmUmEhJHvYqVSPXFERfSum1DebnCwYtMBSiVrlYlAaVKaEIU5phJi+7/9g5MQOUj6k5iyowiFFOrdHxEgoaAAAabC1OlDFNhN7ztsaXg2+xkjIALMQxgo3xWF5jtn7sGt0VD1MJWah/2fvNd290uHQTR7TPRQKBzOOg0MCoBIgUDcy+wIikgRtZ2PMbZtPwcoyzJ4XxZ5kRdGGSJCBcbaFHGotUZFKqPTszPS1PRNXdfrZsuEGnSW5SYzSqGxJAgMMTEUHLZ/KqjwwdO9A2NK0ifflesHo7Nf2woxiqBCYmFDmGUZgUJUmkzwzmY4GpdKjTfb2jkPnEiXVPCSCpkc9GFvAr/bDp/ch2/ibaUABlQVAN5VLg7vaPc+fXuQ2jwcjwCilIJdFIGIEJFzsW161Fprva09iPjOa22NgjK3v/jl3/70p/9CAeXZyKqiJff11398cjJHlCgBYooD1SLO9w4BrLIokKYV7KppK0XRh11491tw/c46Sz6Rg7sYsEMm2Dsvf2jz/NhXcoc1/F47MLy97ad/D74YJI67tZ7oXQ/8qSKyG1gA2LtRD7/9oYsOyXU7SOEfbdl8SC1K/XlX8fzY8elDvd00SqnQhRYcIhptbGYBoWlaQGUyrbWOIQTH0YXpdAIMSitrrBACQp7ZdDdZYTfbut2226bRWq/WG0IQiHleWmusTYxG/8i7hQMHJ8CO+Uf+wNMdHH84S9LU2cGBSQyTUsp7iByV0jGKMTazBaIoUsaYrtvmGZRVmWfT1ep2u1065wRSTCF/8Irv0Pj8vl1+e4KI3KUAfvSAt/750TMneCWZckSU5/mwIzEnYEIR9X2vtY7RM/Nyufzss8+Ojo7KskwX+tM//ZOvvvpitVqVxdiAFo55ZgUoeLbaImLvXPDeede1XhnLKN57HOjB0xK6S13dOxEAQCQIyEB+d3en74rCD97Xxz4nusOeiJA/BPF87IR3K4oIIgAKqf3SZUis0sx3OMiQTjZEUsiHHtnv7P9w/M4O4j9QVPyA9Evo7zsX/ZibliCCAqWVCs4pRACwxoKAUqrerJnZ5vpocdJst9tmCwjbpokhBhmyX5RSUThwHE/HSGpV15tt3TmXVXZ+evzg8f3ZbFaWVqkERA3d+Eeg/fs72b/5w11LP3CqJCb2Hg0c3PiRU7QoIiWWCiJClLZrttuNIhyNq3FZNU23bVrv/O+YbXuY/QBb++F2qBi/8wY+gk3uDvvdpx/sNaW01tPpROuUuRe1IWBRCkMMSinvfNv2xtqz0/PT0zNjMucionpw/+FPf/rT77//fr1ZaU3JqWmt1crkealIb+vaOR9jiNEzB+9cCC6BlyGEmBjEhuYjx8iRhSP7VEj8gzcIb/vkPtTgg3+73w4Df7gOP9gObbq33qSpi4Nhsjs8pkBPADiMyzgQhe/ezseuu7+1w1iS33lfP9z20+394TywX991dqZXqsrSGD0qK6O00UohRJHWufnJhCHUdS0eypEdj8YksF1uu203UOxBSuygGKPzfl23fXCk1fx0MTuZL46Pda4EQRlITGKcSv3wHb74B7VB8xIhgMGcA6E/3Cw5NCkPZcyhXMeUdwSKGUAo5S6lSZOCDr1z22YT2Y+LcrFYhBDWq3XTNAAkgnvWjnf/3t/5PzZNDqYLfGSdHH773vFvHfb+WdMBae6mWy7Lanfjg40aYowhIpHWBgBS8aiiHHGEEMSa3Nr8r/7qp6vVqm23WWa0Jh98osMkpfKiaJrGeacUKUWkIEYvEGP0MXrZZSiyRJaw4w3nA8bK9JgEDshW9nM3kWt+5O8jYuPtkdmP1Q8c/8EFs3twe5+L7EUDIO/4rJJlx4dq4ztX/IEn/v5zl5TE/aG/9yfGwRX3f3eIxjvTA3ZC84MCERE1B4+AIhichzJ3wbMQMwNBNalCy7e36yyzVZGP8io4R0TKaCKKzD5EJEQipSCyt7ktxsVoXAAAWR0YYoxaDSOutU4p9rLjz/1D2+ETwh90Pv/ep7o75ztzaC+8iZQ1eQOrxHmBJCEm711giWVVnJ+fA8B6Xa9Wq6Ojhx+74jtP/ffv/3s//Kh9cdj/j337zgikw0IIxpgURJ9Z6zyRxjZx/IjYLNONPT4+RcQyrwC1IqU0bJpwdnZ+dnbqvWMOWtu2dSmGIgY2Wt/c3q6Wq9nsNLLnwG2/1Yp2JZ9S3/aMBrCjpXnLg4AIIO9uJ3sZ8fuM3jvDiAjMbwUU4w/ORfyoKQpvLX6IB0uVE5L1zvjfXQjf/ud7/TxcpXuRTh8GtH+3iZQSf/eiZ2+pffBm4W0lS0R0X3chRGVU8AEQWBhRoSIRUGTQ8ma5ic7pKMnuQARjDDNzjN6RsRa1UhmOxuVUxqiGqjPp8Vml4oF/mxTsI/OHJLM/vKVptL+fjxCH/D4neRe2Te/3+2qagsk+BwDvh+3Ru54IlNYAkmUmzzOReH19eXO9/OSTj3bmgxLhh2cnfBCJfA9lODzHO9JBRD52gbSfqJ1ZYbRGEm0okalk1tabjTa677egZb1eP3r4+OjohEj1fYyM0UsMQkR/9dd/8e///b9frVbTyXE6FQsDqDzPb2+W19fXJyf3QwQJ0jbbqioHkuiDG9w1Ouz53SL5yCb5hy6Y/QmVulvziHdgxHvHA995Se6eXYz+UKcYcsOG8/OAQib27PfmWHodmCN39ZDf7f9OAO3puRHxHzHHccjOgn0Fg/cE3O6K74ngw7bzPpChVPxCCFkUEwJs1pvbmxsfQlYWEaHpu9a7gMzIPjofvWOnrCpH5agqWZLeLgDQ90EEkMG5qLXau1VihD2HBwB8LIbnv2h7e/cAOJiRe21CdnweDIBEJrNCKnAkq4lAJGpFxpJQFA22GrlIt+tms9nE4JHlcNYfqo7w3oIH+OCxH1U139d1cWfNwEf0Zwbcsa6/1Yaiz8gJebFZZk2W57kPnkPM89yQyjLjXbetN5dvrqpiXOaj9Waz3iybdt00a6UUiP6jr38cvSxXNwJBG8FkdpLJssq72HcNs2f2LBFYjLHCyPGH7vrtW0DGRJ1Igoio0isQISohfP81/b3fkitweL9zgKcB/ODfIU5xOPhvuQbhMNKEDw+DHW0U0PAnCOkPcUfwSx9oh1Pxbk7eOdfebR+b50RESLurvXX8O6N9eJJ3wBoA0HXv5ospR1AxgwCvn19MynGWZ2B0s66zPLdFNjmprq7W+cmMId7eXlvwRZGVRZXlZq/oEeBAuo9QGp3eZFYNgXAoAIA0MNkwyyERwG5SoMhHPRR/qD2RsrDeXmNDZuDhUQAC8G5gGRGJJPK36EOHGpvgVFmG9fVqvToajxS2UbYubLNZuVr38/ufXd6um6Zp69Vodtz2IaVBJ9U9ae9JbT68yiCJdt7ed8SBABzsne+DW4cjIz8wPoiDgEBEpCGdLElAFumadjweaVKuc5rs8mZVlrkjUko513vvrEbfydXl1eOHnyMbo/XVzc1sdrSuG7/t88IeHz35P/4f/k//j//7/21U2fPz87ZtjMohYq6Lll29XbF086PjV68v5/OTzWprc3MQMQ87t9FA+oRD7d/9PEYc8qIVkqCQIiFQgixDOSh691U47dJ3OggiAHjvFCBASrCGhIqlInKMdzoLM0uIHCOmjXc/wrtBJ427efOWNhdjuuJguooMqqhSH1icEUQjJTm5f4gpLU1pezc1RdJNIdDHvKNvC6m75j4SuKUUwrunGtYmwJ2vZN8xnY8rUBB6AQBhsEojDGQyR8fHk8mo9UEINn09MmRze//xA0TQNIyGAEgE5pgKigAchDP84yGC/2wN37Ihf99fyaHPHGIqVgCKQBEo0CknSyJqEQTK8unibH1bb5arEDoiJAJAlXaqOKSNhx+2md9XFv7Q9sENAQAEiBONGkRkxB25O+ziUEIIfd95HwDAWouIzCHGSAooDkR488lUkSVQwXsOnesbHztmicGeHt/fnK+tMdYagcDiOZjWOaU0Mm7Wm9612/WSBIQpzysWD4l0atd2HSZESNJhl5pFAIKk6W5fAxwYJQgIEBTgu6+JDC+R9+62XwAAow0AqIH/WVhYCEBA6N0E3EEAixwKcrgTxOngd0MhD7f9t0S4oqST7P6dqOcTcdVbmBoIpKeTTiVvB258zA35B2+cP7gs314vAgDaaCUCbdNoY/ouKGtSXfGu9SAiBILADEpTltm8tEYByJ7KGGDIYkjxrTv+ogTDDEri/+JyQt59cntt/Hf87mCNHarrBKiRtFJ44HZiZkVKmK019+/fe/bNN69evao3m8UpI4EIIymtKYTgfUiVbxPs8p4seF+v/nCvfk/ZIfLW3FUEhDjQKyAAMAqDpEpQLBJd33dd70OvCIwx2ioP7GJgQkGIIIHj7GhhtbZGe+ckMnvGACSILJkuZ7MjjgigghdCo8l6lq5zHGG1XiMSM5Rl5YMH0UnHJtAAAykipaI+FBFRoU775dBTEVL68PbxQ1DOvnGqTCeH03NXceuOTy1FK5Iw7/JVYL+k78IVE4HNwVeHr4i8t0EOR3tvI8guA1UIASBpB0MdCgFATOoDCSBS2GmXg+wSQEwEgslmT4U7DgPefjCX55/WDmUEJD4I79nHkOV533WpKnFWZJt67aKjzrjgi/H4+PjI5kYAeCDJFBGgJDSTAZxKC+wGHGBIm/lhT8x/ubYHY+H3cxkcHrB/8AoGc1FrraIiIpR9GCCnlFNt8P7ZPaPU1fXl1eXF48++BJQYPSBrbQRQgtCOBRc+vtrfEQTv9Pl39v8HzNGdVRIhpblEHnhQAVzvxIQY3G4DFNKaeaDzdqH3PnTddjKeaKWzLBMfEpm/RmJCAhKByXhqTQ5CzECotTLCHCMj4vX19WazibkcHd9b15EQFCkApp1lDMgESgAUaiQhUDu3Gw9KPr1VQu6HB+FwLNLRe9Xdc0REEkDECAKpXg5QGASl7O0IifGOrOFg8D949XcMGXk7gGK41u5zEoi7JYKc1g8kMSE0aBC725QhU2Uvnu5SUu94ND7Wqx9oHzs+gb7vpHtAylF2PtrCZLlqO7CFdTGoDCpT5jHT1mJAIMgKM9gohHSw7NMWcKi23BnPg9l0KO3+C0q+u4aHSz0ZkPT7yAh4ayoMN0hERmujs+D7pKByjBwC++hDSNRH09l0Op1erC5evHz5Z9ErMl6C99EYnQIWYZeSDG89IZJUDfcj4OV7x7/rs3jrpg+99AdvonfMDMxhH94XOSZDnWPoOwBLREYREYTgjWQylOQYSHSCD4v5HBG10j4ErTWiJI5cESnKIsv1+fm9VEOSGUOIAjiqyhjdarV6/fr1fHZ8ev7IaCJUQsgotGdhI0UwsNoKIQklZZxRkXwgh/L3V6NkN1iyw5VgpxFAqmshwBJjjCB3EiGNFb9XueNwnA+Fwt4WOJRibx2wc4VEPgCh0hu+gzaQ3wFNBlWGB8EFREkD3feDf9BW+Ee291PCNAD0XWezLIKIhkAeAT2AstoojQg6zyIA85AWAgBxR5id0B0awMUD3X5XSlXe3dkOYLf/pSyPvb3wzhJ6p73/+Q5ZSrVwh3K4KWk5Ro7Rd02bMgOrorx3dgbN8uLiYr1aTRZHRmPXh5joUTnG6Hdp2ocLWABIEvHJR/pwcPzvvtPDOboLiRkUHtjVd0nTDRlidHJQPucuPsq5PcUjRE7G0WQ6UYqsNXXrSel0OgAVJGplPcTFYvHy9bMiz1iCC05rG2MsiowxBu+0wbLIvQ+9i1oRJsAAlJAgAEFySSTmFgRAxjuPwJ7CWw4avDuv3h2I4f8D570AgFUadjukxCDMLjJIFJFEXfX+04e30bzhk98j/mLf4QOem8RJCcysdg5O2SEdLANHJbw9SwVYhhIHopR6e1/ev/8IePmRGfND4zac7k5GAIAmgqbZ2sJ2vtc5gSKlSCB4RqPU4GNJkpUUAgQfcO8o2ltWCPKuMZHMwbsOH3b+4MYGK+sHu/yPiZg4HOg/KHdD3rbheSApFcRdIs0OpG7bJs0AInr8+EkO7um3v/3++XdfTUbW5G3fs3gQAhAiHHgNBkbphCTj4bB8UGXYffK7u827AhAib2UBgsSkNezOImmP9N4rjZAWYAjAQRMYrYLzxKIAMXJwITMqeG9QZWWZV9W6uVWEQTgAECILGEP1tsuL4urqYnE0UWhCdNbYbVOXpdWWNtvlkZuH2GurfRSlNCIncblTNGFvnQ7Aftp+YKhscygXfmCUAHa70q7s4OFP+tDBruiDyDAKIlHoLaQQEfdIE3xo8aVoAHhbXziUBfvXQbk4eA8AtEcf9/bDLv9kuJ9hzQgiICMBgTp0+nxsHf1T21vrZScjAECDBsZImjz7oipU4oAA4IToRFaKEEFrlaR6omD7PRsjqD9UU5DBDzUk7uNQBPUulf/t1x9WtN5GZX/wsh/iBWAEiTLUnZKENikABqTAFB1ooCisEI6Pj3Xof/WrX718+eLxJ4/zRU4gHIEIibTWtvc9wCD6BRgHabXbEXinc/0hmtXBODAwMESJHBNdmwx0rsE5Zk73MCS8RxCIiIJi0vj4EGIURJVp6/qWQClAYY7BM0LXd330VVnaokC1EkUhCKJWmiDKZDquNzdlVTZtD0La6E6aIEFIIsh2s/3NN7+NAe7d//Rofn8yqfreQTJSD0YedgLucHUNj0CGOnHvCIj9CAzQLzIOrzLwR6Y6FBABEIC39RZRFCiiBAEOhmc6bg8ZJPmwV8HenxKDIHhv8aefvZOiCgB7M+fOOEDEwZf0rtRL97m3YohABFDUD8yKjykEH/vFD2OCd+tlJyP0pmlnxwtBqcYFqb2LMwHCAJr2kMh/GeSA3lnigsBAlMIx968AiEOJ08PXH2gHRETp2QPu7CJ4a/iGOaCUSnMimRIxhhgFhGyRx22jUBMojdoY3Xvfe0YsFRbNeqVtDFaTVpPj+11Qby4vEaJGmFQTF9Vm01RVFSIIGgAGZJEAqY4NKxjuIqXd7DdUAACWiLifuGmzSXWcIU2fNLlDZBSJEiEOVCvDEHIEZhCgxDqR3PIpEQZEiLpEk0cGETXxTX1rTNb3UZFhxhg41yZXumnWEr01ppxUV8tbZW3nowABh0wbRAihy0tr89LkJQu5EEFREI8KbpdLEfnu29ePHny+uW3OT1TvnHCgxCOYSGt2cau4f1SDjjY8K0ogZbzTI1LhgpRaRgIDURVEjZpUKqzJpJQIcIwhevYco8+LDCAZE5ElgrACBcL7SF/Yr+W3g5RgJ7xSaNN+Vae5s09ZTPUp5IAYehBzGgbtOuVEpOR6hlQ0deCpHyLZGAiZ36qDlTqFCPyWZ+bgiF01vYPfJDn3YQnxsazQjwkOnRU21QhJtpWAREBmVuq/MJT4obYvyZocQnwAcn7s9fdUsJKkPkCJ3w3TGmymg7ZTOJXNbJ7loWsUagRCpU2WiYv1tiUWTRhDR0TFaPL4sy9ePv/5z372sz//SVnk05QbjqT7viWjUr3kJJwjCAEDUNgFtOBBuA4gq4O5mLbY4ds080R4Z0qkWe+cA4C7JChmEGHmTBtmAQGVKKVpsAqLPNda7+qt7c6K4EJgluBDDJEluLbp2q3WlJU5GY3CBjWi4iDWagSdsEnvA4IRNAwAEAFRaV1NRq51Xde/enVx9fjqbHVmswIihygpc2838vpgi93R3u+eUQAPO717eCCIANC7npDssOcDColE8RDYMwiKT/cfYxwKoUcPOxNsePQQ09nesf/TJNlVWkpw5s7GYd5v2Ye7+ltS422DJUnldw7YH0PvkIC9Y3b+E9pHNYWPfvwRAZEKzB62P0jL/d9KExEEEtmzY7+r2iXLHHbzY//YSGOe5zazSimljNYWuc9sZi1t662I5Fm+7VhrbbPyRz/60fdP/+E3v/rNj//4J2asOESRQEOBuwiMCAQJsh4mWsqaT5j5IBoAAGC3pdx1UtLCSOH+PHDCph14qDMMOymzvy9Mbjba789DGLJGjBF5iIYQFo4iURgBY4xEmE6PiF3ftV1XlEVVjbTW3gVrjdbW90FpoxWKMAr2nSdSu+VNiCpyLItCInvXv3z1/OWrZ/fPTx8+/iRGkYjCAMlyBOFwl1SaohOT+ZWUeEU7HIwlAgNAlCgHVYoRURElBj0fY/C9ECbSumEbZ6EDulDZ4QWMgHjn3bjbHhAPJQUe/HOvgQ8bzjCv3ppnh+9ZdhJ4Z4+IyFuVtWUPvwz1TT62gj9uGvxhq/Vj5/kYeKnl7UrquKvB9Qdd9X+1Td52Qf3AkTHGNNYxptcB2VZKWaMBhJmNNtbm7JiAlTZXN5dN2y0UMQcBDqFfHB199snnt9cX681mOj9igciOuVcqAQ+QltCO4jUprsOHAw3RsMPxfmruAzrS7pcq5UmSDvGurOsu/ZT3aFOakXupF99yQEOIcbhrRXdKtVKISAqTNaRU4qfk0WhclgWm0iSklTIeAoiAKACODM2mUaIAcIjSFPRdzyYjxNG42qw3b16/enPx8sHjR977KFoYiRShAGF0zCK7yOYETAqnooHIgQEguUV3ATggkGIimSNI5IiAnoPrXPBeG4LAe0anFJgJKYcircODZb9f+u87kGMIiLusjJ19QUTeOdjt/O+Ig2Hn2ckO2Pkv02t6HrgTBIgo7yTmDvjUf9n2MUHwMSxDcwSi3x1l+L/RtpMOdwjlD94pHvwEEEUpVAqVphi9994YY03uQh9ZhdBv6s3FxcXx6f10/rZrEeCrr370b/4/r375s5+XRTE7PqpGGrjnyKQMCYkMYbciQ15TiDvQYfC9H5qad1+F6IKLkSMkTYfv8LA9VPHheycRkbjjNeLDxHZCRJX4o5LQ0qSUIsBhBifXp1Iqy6zSVimLEHdpiMgMESJKZO/qeo0olMqLJrJGIe+cAjUalV3bXbx5/fTpt/cfPplOTjESI0RmBAEGhaRQpTANAogisCtBISLee0QwpEDtuBcBAaDv+hhjMhzSkTGEEIMiuxeLA8AzqPpCOwUKDuyKwYuR3h6szqRA3UnbBGwyD9oYS7L1QQZQfadZAOwJDQeNIBlvcAcyyYC574UBw8cyLf7x7Q8VBB9r+pCKax8d/U/p2f962k76718PjPz32j5IFnZrVSlFrIxWkllE5BiJlNbaCYmID9Ho7Pp22XW9zsYiFBgUqtOT81E1/tnPfjY7mvxolE8WR23bhRBBaMdJN+ibu21mqM2hdepAirGVvndDZ/7/7b1pkyVJchjm7hGZ+d6rV9Xn9PTM7Ik9BAJGARL1RSZRksnwQWb8zRRgNFFmImFYkbsUJSz2mN3ZObqnZ3rqeEdmhLs+eERkZGTmq3rVVT29INxmXmdFZkbG5Wd4uIvrFPbOOUdoIFpQ8r7oSXzI0sMFO3m0YeXncIRQjdDKxzrfbbfbrnNVVQNh17WeOxHP7KqqWjQNh+w1IaiHmDhQnoFb5/aXF99YQiL0nTAzMtR1raH6qqo5Wa4ury4/+cMnf/+f/5//+X/5gWf0XrrW7d3es7OY5SWXELRP020AQEhBIAACjh14Zu8AoNPdGc1kgWiIiGiBNXcusWVmQEP5QJEADKMM5dYByWIl5IcJww4LcypUQSD5KkVaAKhnwCASCwDxXMQdjEkHY+htCdRBDiLf3Lq9XbiDm4NN3008VoJB6F6/+zZgJACWhqX8WnLWmnxvgetFVdVmsWjIGCISQe89gvEsDx48urrcbjb7B4tTETDGWEIE/umPf/J//fv/81e/+qUQ/+mf/SlQXdWrrgsbR2olD7IoijUkadVEgzkA7HY7AU1LIRqUjZ0wg+7SU/8bub2mKFBbt/SgGkaPA4S9ZS4uUOe8854sLk8WbbdzbSfCiCLgF019sl4553fbXdWcIKLqJihEaJzbg3Se2127MRYrQ54QUXNLW8+dIbvbticnp7QlZPj0k89+85t/WCxPV8t1VVW1xc4Be48YYo6LZqPWhBXSn2vwIs5571zbts7tvWdr02kFQABhqkgDf/UiGKlcFBKfS6pNNymDl2ImM8IwmEoSHySiRH83e5KjvAAQ9hqCxSf4UCabKCAOgljkJEai6HF3qZ+jYaMonqEnsyoGBGkn7LYdePR20BtgRv4LyVqYfkF3Lu6HJhY0orhgDiIlB9ch570X5soQWFo0C1PZbg9OnBOuDLHAyWq922yuLr5ZrFfOk8BCgHjf/fBHP/7Zf/y7T37/xavXX3uGDz748PmH30NgQQaO3mWRbyAAoGcPznv2nY9J53abrZ6b8MIo6ulorSVEYzEc9jfGJnzwzsVMM3Fvw3sRSYl5NVxCCoVAhqK4JLbaNc3S2vrx48eXFxcsTtQWJWQXzbLrhHm3uTxZP0Tx3rFIrbnzODhnsndtCO1OAgRAqBE6Gcx+1z5+8sjWi9PT0227/+u/+d+ff/DhD37wo+fP318ulojWk4iI8x7RCPgM9zwKfPP6PBFuFmB2Ks7sNjs0pNFf1PWzImOMqaqQA14tCMm8EsQDEeSI0iygx95B1NN57IuRgIhUxXFdJ2nvZ4blSDQ9Ui9JAKj2lMkCA+oAkN96c4hVlZGZZCZ48hzhsFrH/WkVmp+EonCVflF3udVdJRIOJRWlUBP5OqIeaBkIO6SvZxPGo4BfMbqhMoQU9TApHQAAelzde0dExtj9ftd1u2pRq//Fg0ePFycvttvLB+896vzV+atXZ6ePu93+xWcv/vDJ7773o++1nr58dXF29gSYBcz/8D/9r7/9+NdffPHZv/7X/+ZHP/zB//gvq+fPPtzstg8ePv3q6/O6WWy3nbWmbmi7uWTXXVxcbDYbS9B671tH1upxptrUVWVrq/FLrbaWEA1Vmv288/vddte2LTMTDZUOQjRGGNEaYypDBonUmRD1TJQIgzi//+LzL8/OHpyerquqslW12++b5fKb/XaxPt22u+cffu/VV1/9/uOPn7//4euLb2yztKa2dbXbdcvVYnO53Wx3bdt97/vfaduNNaZF1/kOEEzV7JxDNJdXu9Ozkw4AUc7Wq/Pzr//Dz/79p++99+d//s+ff/BBu+sur64qW8czIijMXdt1XcfeG2Bx6tuu5mNGRECoDHqNf4ZI1qZoMHvHGEOkGDImRE6hdrcVEURO8VMY1JVbWH2aw6pAPZqs/FxYQrxMZEZB5BCremTzjjYNyO/yZC7nbNUBDPcIAGAc8SnYVgHixn8OFA6VZjeEIB79yFoUn0c86oD1EW6RbwIDv4aDv3OQyf+xTj3fwiJBSrzGynATyJVhzT2jtLdumrpegDVAWDf18mSp9vTNdvvq1cvz11+fPn66PFk4YSEkUy/Ozp6+/6Gpm5eff/bixct/+3/827/6q7+qqoqgbfeXRFBXtNvtvnz52pAYFNe2pAfDRMQYAqqsMcZYU1tbq2CqfLKuK2bfdnvoAES895qPm4VFgq0dorsXEjGwoEFACKloUTfaVNxw7J1jH3xFiYjqxi4Wi/1OFk2z966uFheXF13XXV1eiu8enK2d4Gaz7SrvHVxedftda6jyXjTpua2MbayIABoiArICzAhOxAuSyL7dGWOAcbPdvHr1sqptXTVNYzebrffeuzCJum0JngE9CgOLxr1RucAiCohNRkcMhkYRMbZSQUHTAHae9TCYnsgwoAdQBRAYCFE4S+2ZRMhknsyjMCjXkZ7tlwRi/KeIzOZXVHY1Zs1j7M0sFDPUZqIoWV2yG7qhPvWJeXhLBOLOQYYRwcLwBTMxpp2mYyrMbRCS2a4YgOq6qeqqqipTV/Wi8d2p37mqxsvN+YsXLz7//NOHz95bLurLTdfuO2Mtm+rRs2enjx+sTpa//c2vfvWb39Bf//Xz99//05/8V/vN1dU3r51zrTojMRtrVXBtlgtEMkCVqYxRvm+NsUDIzMLA3m38lfed74JfJKLuHgiAEUAQA0KAhhktGQDB4NccDoCIcEpLw8yd77qu27fbpjX7fQ3iun1bN7bdQ9NU7VbWp+uXX1xtL1/+w9//vz/8wQ/f/+AjFLvb7chzZRfi/dXlpQhsNjtr6m3XWc2EEF2QVNiXmDKPyO67tqGFgHt9/vXvPvn9Zrd98vjJw4cP23bjnOtaURMPBRcicKLpvBNxQECDCKzRb0RVNrXuKMqhCLCPJ85ANPUOEeleR0R+RgSP4sXrhOvUR5VisLq0IOzAQm9lKNZPUaIha+ZW4Wyw0KMhF7OTpp5iduanqCGK70fAHyWBGFgfA2FXM5LuJ99m7AsjZXABZgEWIiBAQ9aYuq4X+6qpGsdOFovFxababraff/H5j9t/Vtdr3O0ZhD0zINpqvVxU1nrvPzXmZz/72Xp98uqLF8+ePVstVux923XrswfbtmPmrvUAYC3buqqsXS6XqE5VTK713nPrOu+c53azvRLoDFqyxhhDZA0JgDHGIhijifdEAIz3wTMKROXWoFt5Tl1m55xz+65rN5srBLkysNlcogAIG2NQ4Gy93p6/3gD/4ZM//Orvf7lana7WD4xBYUbxgLhvu27rtpudNU1VuZhYN3gWg3iMAZFU4lOvAi/su/3LV19stheXF6+322er5SkLe++cY9DEXGSg5+EECIAUOoQIHLJ5BqaO4r1HJHYdAMR0NbqzQADgQ1ZuZa2BTHjwzF6yw6OQM/9IL9QYrCRJH0YYqOWT4kO06r01a3+0iQaVJA+wGO0RwFGTvyn88RCI4SZLvOhXAYDGobz1fCQ2InFBq2c0Ixj1w9NNO1MtkPYCXdM0q+XSWP7qqy8vL75Zny6Wi4bROC/Qguv2W99ZUz95+pwZ9vv91y9f/OIX/+nD51/95Ed/8t0PP9pcXbXbvUFrjcZbweViSRoXAUgdonzX7l3Xta1zqoN323ZbVdjUVUWVtRZNpVGJEAwYq14RIOBVwpJwGOrAd9MAADt/SURBVBKR4/6Gxp8TY+J5IfDqmbnf7wFYmK01ldXo1c5Yszo5qSsDQF+8+OzDr15au1wvmotdu91urG0sLa/2V9Y0AFjZpnN77521teu8oACgIWIG3zE3jEgCxKJJKqntvL+46Pbdfr/7zne+a6xFIBQvjAIMYFjYq/kcCYA1Hp0gIQa/T5TelgQePLKELZsoTEacj5l4lBPoKz44UcfHcjO2OkrpnlFiHkTBQJH2LfKwcQkCvcCSjtxoFc5IvphZIgblwQw5WvlK9ZJ5MsaPOFYB/+MhEOW2pf7b73mkZTEW9m5WeYyAFQmEVkMCoDFD0RhjrK2srcnWgHsGsdZWDX799avPPvvDc1yePXp+ueu8F910aPdbMVg1zdnZw+//4MePzh598ftPP/71b9vN/snZIwRsNxupGls3VWU1w1XXddvdFe3oarPX4CUCIoD6aSILhHVdNYumrmo0VkSQEQCcukSB8joNVoTGkOscoAwCSYfzHMDM3rchTwSJ7vEvl4tuX8ty2e0uLRl2XVMbQwvv5MsXL3/36992rXz/hz9CgN1mt1rZk2a1qRbPnn14tdmJOEDnuo6IAFVscYgWPLStqzt2XgQBHCAQmroy5Hy3bXfmAr/44vOz0wcnixMREM9OnAh6YbBGlA+jCf5GoDZDRkSKkTUl+npYaxhQOGI7sPolIOJQru+ZgRrGhxprxoWycmYlUji600OqJ8oR0wh57CoNLhhlZZoAmwabmvnxcd3CmIgAelN4twlEJh8V1KGYniQ75Aan4z4VPqCaqssMEWgE6rquq5rQAiJVtm7qrmmYgT1YY198/eK3H/+aoVmuHhKDtI6aarlYAAsAG6yo6irbPnnatFfd669ef/L7zz779NWDsxNjbCuOXdcBdw6obfe7/W6/I6Ltdo8ISjXqqq6bqq4XSGaFp2iNnq8Li1vNkd4HtFS9W088qCt2Sk+jjC9s67L3rm27zu3adl83BlHIYFVZEajqGgBWy4Uw12QB2XN3fvHNxx//5pvzi0ePn9rFCTMjGjK4Wq2/+/3vf/rZJ+I369Mlg2f2dRNSeDILgxeQdm/rZgFkVAm01pIhEnXzkE8/+1w8NE9qQxYZJTpLm9owIQZH9ej9qBaH6FVggPTUA4ZFo4vDq/eDCIF4smnDLpyX1AhvgP35q3zzi4hgmP8uXyeFhaJYS29iJteZHazMrLIpCUKSWhGLdJrzeAK39654RwmE6pdhWzS/BvASSpBBZ3csO8zPUAyLcMghJQje+oeIMEJlq6oKQQQIra2axdK3203r3Rrry8vLzz//bLV69L3v/snZyUPvobZ1UzfshT2zc+zRVov95tIDrE8fEgtVtYCtmwWwRwLfdm3bCkLXee990zQnqyUiorXGGGMIqfKCIHK2XivWO+ecY0S0lqyx6TQqMzv26QgGIo6j+AKACHjuunbXdvt2v3dN5StLSN77/X6nUUGWq2W33yFU3rmmqanj7Xa723262Vw+Xp4gsUDHAPVi9eTpB//h5z/v9pcfmGfGQuthsSSngwmdMLNg50zX7U1F4FGYEa334NkJA4N8/dXXZ+sH/pEYIs3a6yXsOmoPMKP+Ep1o1JoYLJVOEMWpb2XocjwCG/cuhYUgOGWpE9V4+gMJiGmT1AARbkFyhzeIgiFYAY428Y1eI05sUxyGcUKg3uFyTsWY+kS0QYxEjiMllwkCUVKwIUxH4T8ecEouAAiZnvXsIgqQ/qbVoLHtGBABCdQghyFkMfQuE5Fd5sMR/IjIJ8NFdJsnADL1outaRPHeX22vgNDW9vzq/DE/sQBoZbWuth9vVosFevd6t6/rurbYtSdfvf766eOnl9+c/+F3/7Barf75X/zLujbbq+1u2y0Wa6zx6vwCQxBnPD07s4gnyxUTgjW7fWsM7jd7ZaqEtl42hAYNkSG0xpi6qho0lmL+jF3bUvKaikfCu65TEVr7S2gwbOaziA6SIER1GgQAnXBTNVf+4uWLF6vFsrYViIjgarV+8uz9b169OlmdunYr1nnvbFX5dt+2bevOF+v13/7tv/uv//JfvP/8o/OLTdv6s7PH/9u/+ld/8pOfbK4ulyfViy8++8V/+r/PL66qGqvKiAggkjEA3nGLggalWdbGAKM3hgRh2+6/ePnlw8dP9p7rRQWASMZWVpPdQB+TBCEG59b+xYkXEEGLhMZSpnRkC0A9TUN46bjGEWxVVymvEEThNFumIshxbwMIDIMP+yYIEPywdH8lsxHm1/OZuyaBxzQrq2Ac5MFJ2nkJPDJCH/ktDcgByXqu/J2TIFIzdZAnfyVcq1CZIhqEFw/RSEyhJExfl74VIpcAxJTNxqCtq9cX54+fPAHDxmBlTGOrFi0yGGMct8uT9dnZSdteffbZH770Lx8/ffGHT3/z9Ol33nv66Pxy0+421tYC3nNHRHVdLU6WlmjZNM2yMVXNzLvtBgxYIiRjjLFVZahCQ1VTIVkho+mkdOtBQxjAaPUjoouBT9Jaj/1NsRVYkqsJsuv2ZFBE6sr6uIiNtURkyLKAY+icd44RTb1s6qaxde0ZGODll5///Od/t9ldvf/8I6Lq9TdfXpxvHzx4cHZ6ut/v1usHP/3Jn338yS83V+eb3ZX6dgrg2do9rMxmvzPGWmsRAVg6txcnIuIBOg8sCMZWxqIhg1aPapd7BAAQdXKCHjHAqGpZ6Jhx228qlqRqLQjhAB0MOVYcW4DI2DV5TyrHmMIjN2Tqaoq/976FkVMHuIF284/LBjEFvaMUAEQn8RtRh4m6ehtnkMlVVQn7F2SNafdbBLDGNlW1WjRVVW03VkTqeqH83Ris98vT0/2+3b188ZXgzxd/0Tx8sN63fnd5wd5651j27X5LyHVdGxBra0DyDCJIlUUia6xtaqveUVQTka0rQWAkEPLCGjwy7tGHICb54TrVidirsUoPFyEg61EGAFFdLXZcbRDsvDPGALDzrbSmqiprawRjTbVYLMV37b4lQFvXm4s9i7B4QdN2/g+f/n65Wrz/3nsWxW+vut0VMTsvrttWxjx+8vCLl83lBjp21lZAxjvXIVJVL5cra+vGVrqNCpD85Pj99z86WT+sFysSEDQE0DEbpAzL9MQnAYCgR0CCdCIDVdP24gDYgAUA1jyAygyo18zjvqae9ZCUryREYQrhKHQ9mHQdh7onB2lrI62fcn0dbws7FnC0O1tcDB4e2mKLpk6W/zERiGRrCNcTSspt9i8KE45ICFtNDATY7dvd9grRAMtyuXhwdlaTce1us9+s7MJ19ebqAk310Uc/2Gwuzq8uPv7Nr5aLGthV1UKYN9vL3W7vu92+3VSWDAbVwAkb9oi4Oj01hqytrDFoDZHRRakOvUr/4m68htV2Id5qkHUBAaNuDEgUYw8AGSMAIl7PmIlwOisk4q212+1mt9t2XQfALN45R0SAhkEWJ6vFoq5q69m3203n5ezJI9/try6vGAHRvL44/+Xf/+duv/vh935c1cvG4stvvtlcbWxTmYq6Pf/0pz/5zv45gzTLZVVVXqCpT9br092uI0PLamGDtGIMGCLqum69PlutVoTEwBp40KIF9HHSGZJvQbBKaSYu0RC4Qf8XBDAoBCQEFhE1VmVMWkO9/KjPo+4CkKYpBYB4rc8osvVnZMOKyc7+wkHEu2/IqQNEETJvT6IUt2vhHw2BCBb4tOmNED0m0wNSXBwFmRYHIuI9a8jQtmsvzy+8l67dN5U5O1uvmsYY+vWvf2mttQa97zbbK0SoFyd1t99eXf32V/+f2+2+94MfLxen283lZrNDxMpCVRmDhHVtydZV3TQLMtVqtSQD1lRUpShTqA3wIWiAU7FBG8hqa4i2IKKgWxKRiI8Z5zQRUzhJlZ9RTFfWViLStu1+v60aq2esve/2+60gV3VDpkHi3e5KRNSv3VSNaTwyLxaN9/784uJ3v/u133Xf+e53T5YPaytbw9ZCU1VAzevX58vlqmoqY2tTVdViQVixh7MHDxGxyixdAiiCi8VKI1MwhiSdFhEN+F5+0FeYBAE0gCgjRmRADduNhMSkzyAixmsDIIBMIegEMIVrCbsAYdzSdUx4jTGG/WymDBix69syqttArnLmJXN7K3dgpHyXYUAFBCcKbwsZDQ66JQB479Xnp2s7770ACzsysjqpq9p23Xa1XD597/GLF+7Vqy8J8GTVnCwfX51/8/rLLx+ePaqe1tZgbY2prPeGCAxZQ6aqmlWzqqtlXS+IEAwQGTBRWjZELIzOAqQgS5qRjRn1dKbyNH2DGZhBnYgjx0vXYa2M3G+YyNjKIIbUGNYaRBEEJy2SqHUGrVmdrAWg3e8uri6b2iIZZPRO1qtVU9WI+PXrl1TR82d8crogS5vdbt9trcWzs9NmtSBbdc4Jmco2hI3jzoQMTiyMEAIrCYLUxlZE1lJtbDiNza04oapwGdYdC41ypHkFw4YWAAoyIQCS+oaIulAoQ6FEAoApHNmK7kNpIyC37PSCulIHOeholKMfZtul9y1ZyNAgVUgQ6VaiGpOq0IF2/tEQiDyRUO4xWRCF22t9ekrHICJaW+lCQmRDBCwGoKrqC4Dd9sqDoJWz09WrrzYd75fN6YNHpyz7bt95t1tWC3uG3uHLT194Rw8fPT07O/Pet66L0ZmWTbNc1Mu6Wlhbs8ZBRQTSHpLu+Rvdt0/TLF68l5CcJNilbFWBiPfeOa9nPeNo2HhhEAVQKGjXaeESADSLZrlcnp+/bttWxCCCl458iAPJwmRwuV45Yef8g0ePfdeKZwfdfrc3BJaMcx019PrylYB/9PiZrRpGdl1LFperha0rYypDttUEFNasGmssYDC8GwK0tm5sY40xBmtja2vIorBzziOxCBi02Sk+jc+n1yEmuNoB1CIj0eNJTM8zPGqWzUAa+hVFDACBYCW3XIB82wAxx65yyYypwO249JtAIgF5Y5LdNH/ydorGcQTiuHMebwuwCA08cmUZQXnELdqrdASNtVbtf87z1dWuaRprTVVX1loPYq1t6uXpg/U3F1/vd9ttZU5WJ48ePbw6P//tr395eblbnyx33n32+WeXu3Z5sn50ur66dKtlIwDW1svlcrk8qetFZReEtuu62A113hQBEWb10UFAYwyzE0EmEuZEIIjIEKoJgtlrkiPoY8MEjieQEY6eQEDn2kWzWC6XxpirzabrCFHQCFVQN01lLZAYIsLKGOzcvqlX33x9CR6apqqMqWqzss2m3Ugl2+3u1ddftZ1//OTZyXqx8FXXtYDonCeyi8WyEmmdNygnq1XbbShINwyIpGoCSW0MorA4cQIsiGBtZauq7TocGokwTno+yxh5A2LvfF3s9UwvHiotUOPVdeD1/LG3Qxc0SEL6hT7/TqllTDbyWiNllmGEBNmOH897OfZ6yET7AG8SAwezA/N6PT5PoQ+YaCAAADH9pq74gQF5Ut3IVHDSPCl5aDYAEPHAbA2hBhE4Oe3cfr9vpQLPAAgssN3t68W66/YIKJbQ1FWz9J14L1XdPHnyxACJANlqs907x1QbNMzcijgk37a+qZd1vVg067pZWmsBUMCr5Vz1fFInaBSyUQ4HYO8lem2AhmumYCTzHIiLrSgs9LhOJARJhXBsKZyN5LiZJ4vl0jn37P0PFqvly5cvN5uNc+3V5hvupG4AAMAzENrKLJt62TQXlxfLZSMMvmvJABF46ay1nnnRrBCMMVXX7WErDOi9f/TksSAiqpRvqsoaRM+72lrxHjUacNNYUxtEAEGLJCG8AVFIldR2HcX9yX6y4qECiNGccgzRPY5AROLK0tcmwfuC6wUUGpWn29P1TLJr6MlWL/MXyHwAgkKEA+qjeUFCdpB5nB+zyblUQLqnk5RQRqbs92gV4+6OqY5qFgAAjiGME0SXqiQgTHT+CEADQ8aSX4ho9cKs+n9IQ63hSLxh7mS72ez326ZpVsuVb7v9vr24+ObRo4cffPS8rv/7v/vbf+daBiJr7Xa7e/nyi/XZw2fPnnmH1tbNYmltbWyt2iCLaACbQb+S4UDbmR9TixuDMCB/+o9P12kJSvCAgGK4ksxFRHW9OFmdWlN3bo+Im/05iiGpNBRPRfb05NQgffXll67tXLc3dV2R0ROuFtETfP363LVbJHuyPqnrulkuV+uT/b4Fshh2EQERDNqwtYkIgmEXw4TA9oDMIWdnWGMM09M0LnybIv2xMLlKD4gbMtp0GJg/sfw9JrbD9e1kZAS1CoXfW9og+n3kN4OhdT0YnwCC5/3wRBrmzwOkXYxrRugmKwwC65WUEC1ZpJwTQaitt8aiJSJy7B07EU+GjIXzi/PzK2cr+OiDj9brk7/4b/7bf/M3f/OL//iLk5P1n/6zP3v89PlicdLu+dGjR0CG0BIZ/Qx7YHBZasjUF9QjBFnf9E+MQ5ba3K8n5qwjuYCNHhDS3j4i6J6/863zDoRAhAwYC22L3os47Pae2FsyDLxpW2CpzOJ09eDcvd77HQCL913n2HVo6NX564uLi9Vy+fjZ09NHp5Vd2Lqq6tp1Inr4MhJZo5FlQc8bkHp/6JF1bbnqB/nUjVZIfzGnC9wVsbireo5lY2PqIFl7Jto008y59h82so7vfmtGypkdylCCM1JhRFwQvn7cD1MEGA2iZAAAKugKoma3BUJrbLNaGoPMrq5MZW3X7bpXfHl58fJVXVX12XpNpj598N4HH35/uVguTx5U9XJ9cnb64KEeGNdDoqoepc/GluTyQj8SkTok4AJnJn9T1ziaItSrUnEQUUOqMAgIeBHxnttut9lsHjw4A/CVtcu6AZTdbuudqwjNw7XzrQAD+327b91enLem3u121aJ5+PS9h08en549IDJt6642WwFN/IAaFl5HUlCMrQDEoMniY+LY7D+mApMzmCAX6WeWw7cGBeVKRsQbvvgmH71R+cGvfPu7GEGs7nEiv86CbQZ+CADHUYdykeHoARBQl5uof0IQZAwIrlbNrtv7zoMPGbJNXVm026uL86vLTz/9/Pe/+7Rze+eY0LZ739QnP/7pn/75n/+ltTWLnJ6ers8erJbrq6srThHGCFWWJqDOd4DBSirh+FDqNQNQGAuMjtIybPyMopRKWFwYSYF4eAkAdCsXEJHF1nUt4r1vVqt6315dXl5411lrANi1e+ecJbq4PN9ut9w5Iujcfrff19auqfnLf/HfLZbL5fLENrVmw6mauuti7PeItgiAmrIYkdAQBBssFaRhwDay9w9Sh3cZCsqVGPW1HZlUMe4PSn02wrdJIDJOWBbi6Jn+AT6CV1yjXwyHI8/mJiIALELNYuGFXet2bQvCzI4QySCLaRYnT55+YEy9WDUPzh6crFbrkzVRDWCbprHGWmNXJyco8uVXrxaLRdqTj5mjgAmSG2+kDmkIBHpFw/fnT3iWtU72N15ItgclIuJcKyLGkDGmrq21J1VVGYO2oq+++vLr16/adt91+7bt2HljzN4xVc1iuV4uF8YYY+D05MHZw4fL5WKxOjXGbHabtt2Hs0oS4ibErCuCGms3JnwlImMMiE/+47mImze+QI9rd6nuG52OrT7fYoPYowONzLscRiO7Hp/tmKvorsZhkkBcb2EY38tSZ98IsjSoEdI6jz4PgsnbOCrgQ+pwQFS7FoXSn715GaJmkZagCBoy1lZNhY68d6GdQpvNdrk4efbeh0+fPD89PdVYL02zIEIiW1e1c+5qt3Oem2ZRaQZd6LMtBVuCl+Dd2+8X6X5+sDggxhMnMf5FTMBV9gWHu9/pInYnVKjWD4i5BYlIA+QDQFVVi8UCSNZnZ57l8uqSqDLWgRgAWK0fG1NXxlhrq6qqF83Jct00tfN7z0aAjFnYCp1z7LzzXFU2rmkNMw2IHhANgAlbLgwxXe3k9MWI/iXh0OuQ4GukXk0eyroFzCPY/YowY4KoX0wEgofYdwcEorBeI2MWDOEdUTHCRdjpBOlzZ0jM2YG9IbPQV48FzMITjzcLcpIBwMZQ0zRVVYmEnLkoaKxtmubkZO123b7drZZLZnY1r9en3vvN5qrtdnVVn6xWxloU3rluUTcAormpc1OcF5fheaamhu0MiVgBijBJYy9khPEmhV6HKI56PiNEhWQAqKoKAIwxbbvzmlEXDYMIyPJkvTxZe+eZPSIhGRAhqhBRnDjXMYK1lQFk5odn6+32ynUdABIgOy8iTVN7jcsQhCb9PzqAoyWDiOgdY78pWaoY+RQXVG889W+iehSeBfprpsrH3705HBZ8iieTlCEiSNkrWEZjOJZAzA1UFrFqsIuI5+fn2dsAwzm6k+gPifulP1OJFAY4CDgS869lLQnZmUfHZmDaCWJaasgLYQLBEElpUkifw+JQEpbm1Wocau+ZOfgpkAZr1evI91A3+sJ8qxLOedsyJ445kWdQSEMSqU0aG/ZSU5kdhEA7QkKMIdCmShCehaXzTjx37IHB73ynKfYwuAP4kM1HsxnHvXRDRiPZhAYIdL5l3zrXxn4F0Vift9ZWpjZkMIRp0gEhAI4nMgFirIcceH4fL5ciMcY+SMfee8FQBKYiNSkgAieGxNIndmKBmLGFQI0l5dSMG3MAxjaFsTB74PVCF5MIZKf7JcPt0jRWcwJWIY2mi7chQUzSstggzH2lEoydVGI/w3VCjF4EGHHUovwAdYAocseaYyptEUApPFWSwwlzyNGSmDyApHWUpjJSjSBvj/slEo4SDCSInlX2vYZog8iFiEJvL67TejCIIoqRAhACGTA49AjoAcJ2hjEk1FcuIkTIAEbzklNQZMiQISRCPR4hwBbQiTHGhEPlqImOTL9SwRBZ3UlJ3k/aP1UaAAAnOOI02ow5ZC5clGr8AVUUA00AUK8XSNepJE4tEJG4aaZ5mGNPUoeiVeN5zCGdHx2/cicgM/4XQwJx/+bSnE6N7k0/GYdMByiUZKSUs2fKizF1kBlGrQ4QzF6k94bQs38pY11ereQKf38MGZQiYDaXxaIfNxX74wC9cXYoWuc9iDks43U4iRDKtYYQJEZEKK+H+k8YY5iZAJUzpeZVxjJ68OqM5QEBkYxB9V5FRhQAEiKsTEVEouHkwcePGsmkJyUQoOubSLlx2t3UhhHaYiRzmAvZlqJpYbZrmBbGGHPmbBM+Zs0oCO4kHorIXD3XShAwwudJ9D6M8xOE5uCT+fNxlA4R3HH9b9UGIdL/FoVzJWNGCkMGO8c5ZVjLVGOma1Dlov/Ta3BBzFeJDI/EhVsaOrlYXplePdu8UaeSNDEsLBqfKGN+jSm3YCE0zgm0ST7XOgVCLwiY08kOZBNCQyOgEBFZdWQgvc/CkYZi8gRN380Dn80hSaS8ZU8HGvjwxVyQTN2hzO0Kcl4yg3iJAOUNm+Tt8fnjIB/nomHjyq+tZ3LZ3OS7R30uf+YtEYgxaRj0dKo89Wj04gDNcFReDuJB2SFbWOrsHAS5sLAAOt9J9qRI8HOCTL89IMEe+GLxokyNSPZWVk/ym9BrgZnrwYrPXgcI2xkR/aPMj4Cd98BiEBgJNYQUexEBJESNp690ggkFpyIu6jjH3ZbEcnPRetCqlJZiEuY4dk6AIJuL9Hzx5ySTgCGFKmnK3cG19HFmGfQwV34gKG7ei8P6y4EmvQ0CEanD9Xg0NheMFI3BtYQjSbchDcW1tsz0Oa+D5O3Fg+nXXP4tFTdC/Sogx+XVd3WgOMyqQqGZEy0sXhxaZDFTr4bXUZoQGdYpIgmBJVK7NAIkiOKDSUDAAyMLCLBnNgwS8luhcNRrAKBA0VChDqDJsDuhdLEEBxLHWMW4DlGRCHrjkWAMoTP4CqLMxUHoPTVK1J1cKsdGqZ6TRIpnjpIj8tqOImQHVAwYkQaFtydBSAweOejRSHaYkzIkWwSpBIbID/lMjyTqYijLejJRAgAQjVIfY0xy7pAIEBEM1OkJoN/OC+n/yi6KRBIyJSyMJYXisYTpoYYYaUkk+E2EJHSYjQ949Ukv6kn7u6lxGbELkamkN8owgCBJSJwHHpEACFgQPZH1oPbafkxiCCbVCiVqMKT/YDRSYgh7RQhJwQEcnwVEhHLvHwBAVEKJ6kP4kC6SQhE4qGKkR/o5isrL5CzMode1zHnMzEvcDiTymtfzRt7ki/nnrmfR2bv6IQthVfe/bx9uIPiU3Du/lROOAeHHHlnnGEK68D5tI6VXAVCstQ6cMLI4kcCokUScaIK7tFMOYILLIwBGvnrtrIxJw8F2CuLEOMz1DgAknPIMaKbIDyOOLcE0y8aQB/Y+7IOKCCESUdxm7sdcKycghmB9ICJmUI8BYZVJktRgyICNuSbiUFvQA9qIaqnNwroLhBQ305w/DS/kyJNGIw3oQUSSnlD2kzWJ6j0XuZXqMWLOPCq5BhINTW8FQnaL1syAZLpVWrSWRy4id/c9ALVZ5Sg3bA3AYMCDTJAVZA9PlAMA5+f2c8TIzjgNMWoS/SA6BafDVAIAjCFKMgCheAJkjRTJnpI2LSkLSz9fKk9o2oTgRhgWRpAjBoe4wysDKaPvhZb3VA8gk18grpUcgQcEAgGAASk4JmJQykIFIihAoMky9bAnEKqpwYQEpZ5ZhFnNkERKADxznD6N8utZvQiM5iI3VYWIAASg8gWL80xQVVaDzBOaOPeKorqjkuY3JKFBVKmiXJeEMf9FztcR1EGLiCBaN0UTCk8ZO8OUD4q0dRnNzUky4uz56gmyQhBWB4gAkq4P3SMXE/ZN+hWjJJLDeivrIUMgSt4j4eulsAlIqF4KzrN+EADBvb8vA4AQzyv/vRNQiRQmxw0ABiLT4JU0MXMqQL8aDgoeaXN7TlbMrgetGkoiHNxmgBGRWSdD508rDyUiutU3IMASDXCSUQEYqUWTzRuPA0RKMSlAFZUojcsWkM9aW/a6l78EvPcCXgQ4QswYMrHaAgvrPcFAhYDwsOYCjA8a1TBCqrsq+3wK52UAOcqyQai9k/gjB7j0XJC0fCRzBeQNvp5eV7cXBhBEm63neeqTVZWLTm8B7tIGIZl/5LgDh/Aay2mYXPHhIh5GKPltr3sfUiUK0pAv/UmJXaKSkhrWQ1ZeqojDhTVSAYqRmW1w/tG+PcO1Gwylw/L84Vlak/Vu0FksP5SGBSDD+FxITuI8ZOVq0VSphIhI90p0e2hgurs17o1hAnNwyhVvCAOvkuG1xCPz5mA7pzAW008BxUzl76qyNlHPzIcOU4p8jnqmdQzcJYEojINJxRAR6HXdiRfnefvE0xMjUmgW19VTaPvjr0yWRJog4ydlTjUCxZKc3IwaPCcfDT8N/WKCyecLfJ4hKHAYEJEwRIJP+WBwQvsdvDLIA6oqAUKyH8KImkjIYBb+hCl2cj3MvTJp8bkBjYDo4D+sTPLyou/jJ6eambo6/eKgxusaeazlQh89quYC7ngXYywmJDbft7Dkn+mBCdyDHjHiM7HDoUvJqem6vcyIZhOFkPGxHCGjQC/5rZ5U5H/FbmFUWfsKc8lQJj49198B9Ylf4aGxcJJSzIzD7CsQcTh2VfJCyEgSUXDG7DWO6D4F6UwE9l6JMLXyMBqlArEYFqanQiPBHxW6bO5zcwgcd7DDByley1A+pQlNYRLKk9A5gRhPzUBxuwH5zmXza2kE5ns3iDg/CAfgzghE/ulxM2YEh/x6FqXHMBZKDwsO48K5kpJGRAIRbvV3B+QBIuWabnlmG08nKcbpCQ7z/5xmwdCmnWNjMTi6pNJjhTIV8TMm5Qm7FU6GpBDiw0lMTZUPJyU+k6shmY8DhANakr9LZG4Q5nRim3MWUqskxsCHzHp8ACSjB5rMJ74mmOP5dGuHcsLotx/wcXtzLVmNqbMqxiy1vRkcUDHekgQBPYtOLDW/Vz4Wr0VmTEFl+RCBi0rnmGdez1w8hZI0KLsWHhCIjDrkr0u2yZw4j0zZIHBCZTi0/zr5i5jSPfWQELgYsXQdt2nCh4YLgmJMbEDOF7fekHGbYQiRFvQHWiNhCHoHRQCcTFE1lu6vgQOIUUx9LwVNPz19rYd4A9kbkPtjWinxlDiEs/t5IwdE53jefj1k4okysFt85b5UjGNeKfEEM5bbS9pTse3h4HxN1pMjUl5byaiDRiCl8+LweoA5I5eHHFcjgZuuZ3w9/hAEeRtkUs0ejSQippCUWSGMxdTs+bDzkFEeUOcr51wavcFHEQCDy3WQQ1gkZM3UsFIoAMn1QQBi8ksbiAkyCGBCJIBo59cPHB0ABoei3FE8tgCRGIwk1XyUkQ8FkUbTmlKxDGw5wjcIrnCMweJO4M4IRNHyZIsN+51Kv7IHZuuR3ukyIpVAPHfbL2URCSEek7JaIny/xDMwSAIeQLL4Kz2TUOmAhYM4H/iP1g8SvAlEAD0LanSGjC4gIupWYiak6HGFmCe+7L/3PuMkpXyRGHi6ZXSHTMUaSY6Vg+3PXNvUoSxmqiCOoDsXIgBQVxWz8+rXwAPyiohC6EE8CxHGw1osIoICIohCKCEdNzNhmDQEYI2swWxtrY1QNzMQASARR30klLEoMUEj5lynhw8JjKw2JczZDs3UR6E8p9c/HyYxf4sBKD6fsnmEnMAmr18HuS+YooljC8i1JpGhnBtfyrKiDpjTdB33YoMYNKhHlVASnHanGDikXpcreNjPIK5jkpqutUEkNJeITMWtjKBk9AWC8S38Gd2TktIhoznI2x+6KQOjw2TXSrYcb/FwTxegN3RMj8wE3JTPIGIerkKG9tSgIPSu6EFr8FPoN+azQb9DUIer/AZoaMFZFWNGgngDueBGMDOqs/LIdLnMWFjuJi7e/HdnIVtIpTA4Cfdlg4CZEU7ybYFaBYGAGVQfaHHBVzKIporB2SNav74rIhruDYW5YBpaefJNlHQEK2IiZ02VwDEHABHJJfP4zOwOmaYz1bWCXOYVjodobtyOhQFRwxD8My+PglX40xiDiHqYrReXMqtnruHmK298HYaCqL87v1KPVRBuPSA3hTkj5Uz5W9EDjoCCG03a43K4W0cp6QX+Gepws0oG14ljhsKhsJAE5hQ5ZvSVIYKBhykrYy44FO0ZPFRsb47wOTteHM2ivYZ/qINjqapgtrH9U3TzeOi1hoJSAABk4SFkYBsqupbqSaJEQdSiYoUwhUI5Ezu2L/MIeUcYOUuYpuuf/S7enbBwRzCYkXzTZwruVsUY2Mmn/B1C+1JhWk84bOiYQx70j+zXscSTyIgo4pM1A4ARTS42z9fWIw8Mx21yEYxozfgJgCJYdkYU8oyJBbnJcfjaZt+a02pga71Uz/BcCNJMPxAPsxU15G1QZE+aVNH+FDEt+Vwe1dqbw13VPIvwxxKge9aEju3vBJmGQ0Lc29jFmMSxnHcdkKXT+zmbzSYviReBOkivdOQ6f5b0nQcLPcdJOLAsRm0edrB/l7lH10BlshYWgzDudd6kYljC9YSJ8Y0g/xYGHycsJJdJqWeS5Cm56dWrTHaIElaWaC+JIRNWC0iPvXkf/wkS5KKfXkRj/zTcj5FSpst1qWH0R8jLJ18YI8DoLUnfy1BdzWZpwyyhk4chPuRV5TX3psG4iyHSbyPny12mLAU5eohITiAO4HZ6oKhq8rH8z9uh0FhNOPx8QudCFRoSehAp9llnlN6CRh95QOAtwKwK8wYBY94E7oQZwEx7Doz/24tJOcCZGVSRGIy1EB+KJ4eDdQ3iwRQW5YitULg2xnpCep8kLReoNPqbk4EDMyMlpFjYUx0Z42fR4Owuh73UTMqYJHnXwuSAiJCEVH2DWzK0I4y50M0/lMZzLB8dBXMv3jdCvknQ2vuAo1XLwR95GIFbqRjjmPs+1gwD5B36QWT/ULobXf2ZUURolHcTADRW2jBQdWAvFOIC9FxrktAkhPEzZxaS71CeDhsy4+KwTvVTiGe2BUC8JsNAEdGj0BxO/CMiAgJLcBaMynbqRrpOsQkQQDwXSytajvIdmVRO4jnGlR+MPBdxAeLd1K2CpuJQidBxYxEAYdGVg6JugCTJlhXDGah4JV4YQirAJPuIfjtmvsK+5YLMwODVNiZDC+WxGbEmrZtyJJqqbDjphj0bBXsiCmeqbLKe4xDYzXhtzLWnXD19c2a+O0dYY075nt8gIhyfF+PwDEjAiv6xOGU5ux5wyHKCc7TPbw39nYcfPaSVFOXFxQ2qmnis4PmlEDFSPSb1kcO0f55Dvg1ONRD0cDBf9/S5+6v8ALxzis3dpQ48FvITennh7VWMKSUAoMTriIesPEcFBBRRp8S8KR6E8oODWktyaip0k0hJZjF/2NSSuFyrkmRCtTL/vqtz2wqhtinJXzLLy5tL1/cKiEQgLJy0qlkedaiS3OjwThsaVexLh7IAZq/D8/e/LTFdfs+rJUgQibfr4r+FBAFhZR/n7yAiUX0QAAQMSc4CjQhRmNVDgeML0/gcSwZ/5nfH2vuksDDTr6m31BE7+9akFSD8mdUwafzLS25iHfxWoNhjumEj48hPkz+MkP7IK59HvDlj4ZGi9RykSc915Kw1dxLS6g7gWBvT3LjNV9PTiKyGCQLRqwSTH4jUoV8AA3khfwxExKiASpn2AdzHUNHgCVEmSFUUvsxQIu206WFSOpAIg7EYGdiT92T+btErFWcKCWJ0cQ0ulXscMzCrYhyu/U4h4vONvpkkjvz5yU4UNs5vV76IVDD7M14zpLiWRx04f8MG3RHhuxWMycotJIghdYgwMjpMGBfyhO7pWoJlK70zFhYKM8GERDA+6TBZiYgYmva/GNcZSVi8lTUs3wHJHx5KB6UBAqaIwjvCnxJMUVLEqQAWY4g0QuvRkl5wSCD3adE4VgUIqgQApLBR2TWMrr8tcnZXqs3hesbS95sZKUe2hslrybJd5o0oSEPxeiEyJOWouDtHjyYVDRFhnm7nNXEiMn1nzoKQvhIfAJgnE6k99A6SiHgVOfz4wPIsJAmiF1SzqsJ1n5wzDvih5FozovKdqmZz5GB8fe9yxB0RoLnxnBu35C414JpvYqScgwHGqqNQBtMNnScu6eagXyyA+jt7RLJoUvh6ZnEbE5RJ6yMCCABKliR+2LwoEzBEm8qQCkDkqAPS0GvjM+t8FgHump4wMgrqLyDzcBsPowwQt41TLIP0exiS2vXOHUl4N+HejaBHgk2Z5xPkKOCH+qQIVDH0EIBGJOjvQ1ARIiMFEFaJU3NCS2SnGRJGQpVheN48AQDKoiTE5imypeXJGJ9J+Mmc8fzYWAwKg0/dzB4AEEEAokyLgX5XwgCCIIsXEQGvqTxZpPdKEAEUHG9TCQCAMcTMwBKs+ipWsVy7Tz7cETjEXybHkPrUcqHEAwNmTLsPhQEgSJpqPD/hJiQilW1ExHvPIuw16AMiEbODgu3E866Ivcu2iEe0ROTBIyCCGXZE5oyOKNM0aDLpLiAITdczryJJLuYUNqkDcMPA3DjOCQYAAJ495odeemHqBmFjBvWPfZUA5hkMzoyPita5TK9gC9KQs/X8SnqMCr+FwD+vYkwndEl1DU9hTdaQvRX5m0Z/RQiuO2MJYlyDTr+Xbvw5GKkGecNSafzxWYUiDOEkwcFoQ+HUk+hAzh5wfBPIzJ/57Bz6hKjXhjqAIueTXmxkQBpSIUTAkPF80Inc/hpAs8WwOkZpYA1lSdPLeqJTd6V7z4rc/QO5lHdXkK9DTUwlcRvnqHbOf+D2bcthzv/CKrJjDOcLMf1ZSLKkXdKWCAj3MmUiCpPInCnkE+VpWrLdirKG9IlBLKmsvLAFHG5PeiCna/0tCLktS/tCfCFoH1AmvNVbPOtd1wPHwEtwn4augkbc5kOIoFvQ0HccYHBMM6lIiHpKlbEPHjGUdwIyDJjzOwu5Angf9U8kpnrjDx3f1BnJYqYeWzDw/LEgJrAAAoMgTzhHFzg5FijyB5ICAkMhtkDaQ5XLTPno04dlioIQ9KcJc/Ehoyh55flmpz5MhPkhzkmIr+r1PSJLTiNuXUVSrGS0rZvvR+SiUOxSLrGXpuUI75w9opiPgn/c3xf1M++a3SEHq1b0KDUAJCUCwrWIWuiElIJQYE0yXEP5RuMQRXP0HugU8bHBW/mt8cVEeXmU85DKI5kqLsPYVlEHz97JRY4pUDt8ho3fptdT3pcDKvERFWYqU8KfSUTKpQOlGiJRu4mZKSEdVzsygMq8anBcB29Okt/OJIYtg3H5t6RizPXaxr0NgNhcJfxJalZVo1AOJtnyJA9P+3xJABi+MhIx5qvtP5+XDx0uixomNybmBgixP0NS8MxxqxIS5nEZD8xu4LSZ4H0fUAjJt1jroV9DIQKGXetnZL4jfwwqBcCImN45dThsa8gt5Xdb/xwc+yWb03Pq8b8PXyqaRGSQP25apJ8VAabLJ6qCKX8E/SOcYhhWUnyooDJwIOrEkL6kkrFdI4nQc7Moo8Btk0CEIgh8n9rFqJ23+1ZPFAB1s0Oy8DB5f3Vyex4QFUYR6ePciwRi8q7SjMRF7qN5E+pDNFKO18xciNu3ALM2iPyP1ODRhfozIKDMqxLplfxlTqpwplnA+Pl88ek5rpBzDVlYN0oRUUBQRHOxsQjGffh03d/Nr8N2RzjdO6QLQ1owJjcAgDEdPAACME6dNUii9RyEyG6qlmQUUNWUkNn5DZbHWMV40xWfyVNJkUzNhjBEYX95LLAQUf71ZKc8llvet4qRy0dZnXJ49+cI0CDg2QynenFq0XxbKsb1BCJxehWXbbA1hEIMmSP0l2OvSpF+WBhLKLwpIV/GQAHJF1pAFvYIBBoVgjWupEadZICQ1aJ3lmLunXYk+EaIMGGfAAYAEhEJYVRDKwWihpJsRhldCGufhWNkKowBEYA1zYlI+g/h0GwFwkr6SR1TQBNtVYjxN02YDuFNNfZJCU4kROAZbMDGCQUADLcl6j8hHkEhRMQhGhxR018klNTIKPEhgOPBpikRMQizr0zpm4eIADgbiGUmncwcHs2dPZ0lEPkTI7F/7DRwWGWYqF8840HHsjyBJgAe3BFLUphOBCMA+OKFaCjobYs58JEE18bbxdMQY733rUk0dSw4TJCJdIGc/1mYIaYufPGbiQkSyVcZezI+qZVz8ZtqyBs/mUpjCmT0CzBcEBiCu0razrgxpFHN2/nOGfkVZsSTUYi9ea54gD3OzcK7qJMcA2r4z39vDcXoqfzxhpVcCxZ6c4D+CkpgZ9lkS8agBhrBNKpnYjxmjK3IWJMu8lWFWeXju+OLIZ2atiPkQyOpbcP6jx04peXpDOhb065zElJcy9T1tTAlA07AYesGjna1Up0j6nC/5O+uJiKXJv5LBltQhyQp5CrDyHB4EHUjBg5QFwYPS2HoymnNFF0Yy8/DVdiXp98ienX/ORh85dYDl2TsUfnt6zwKbnK+6DBMyoAH4PAWyXi/Q7IjJ3PD9a3DxAwCwPFrY171OLI9N/tKQYjHNcwRuGNX54BAQIb/RKo2a7Y1ykX6A6gLUXSPd3sR4gCq53dh5uGcQQ1f6e/CzKIfcL/RxL+JqX9sGrxFVUeB2jGTHiN4zfVc3w6P2AEoCcH8COSrOcFsv2Y//c7RlG8LciIb1979qxgRzfSrvZY+PBbdB5KflvxHJoY03eNdDxitzrlbhYRS1FbUkLW2HDUZ7lAkyAfrWNwef3dc5/j5u4UiCFK/M3PjlTNJJibhMCkcCxeF+NYTiHsmobdQFcuSmWuFuYF61ySIuwK1QQgMVAC91pl2qZx1o6Fg+NDrFFpjQvbwD5ZUoBjionxsg8ifKV4XGas/AYpCjpHsZmfseAQuunMXJOCmgYtK0jB/fa0EATdreVqRc8LC3ODfxEL5T3DncIcqRrlQxvgccUzyT85Rh8EF8mEsGpXzXHtm6p+I4xDD5FNfQzRJFpA7sRw7cPngzNG+G0BqAN2cOnwrkLo2aY/MS8ZEobdEzLO32aG7Z7Kiwlb6ffdh0gB07Os3B5tz4LRdN17xIoE5MUk0FQwamfb2RUS3wkWE9Bgp+2CkFIn+ddh1XfayJMuQSPTiRIBwoLC3jGAfoEmfBzSkH+/9lwQQ0ffHzHtdPDk+ZDcC9OdUhyKmc66wtOlXjDFpoPJ4WTEfREkQcx47GDdEAALAjDog9Cpen4dCgeadqfqYAtL74zhfJsJJ7Zm+zmNz4uBk52QlxXorRIk0RGkMzUyc5Nm8D5Olhxb6za20CgbjqeWh18C0ACYz8Ttmo01kC6Cv+oAtZhj9BCJ5DbmRASGeIUJCBJCxYwP2M+hH7UIxpXDNDAePew9URxjK8xMiZf8MAEDuGzYttbIfsPd5gSIJHZPlwxLIrjk1LzV1squ3g0nqMH5G7biHxm1QCJkWhsnwfIfNztt26xf7lh+OdXE/DXg7kIjCTCCVtw0FahQC2l19Ii1puW6HPjlKlaQhVTRe6yoaiIapB1C7kyogeqgrD0fLWVZ4hZzfpg/J1ObZsLzAq7LPB/58E5ikrPkQQ5S89LqImwCjOc5pxE2mvNThj+zZsUbTwtaQBv2wkfKf4A5hzFATl4LRhE7M76CkvJsmN/0ens1ZGwQM1wQURERAz0Ukf9ri2ouYiDCFsqoEYihyT4sVeXlOUoYC2MQrdwj5BCSBOd1KvZtMdT059DmNuPmn3yYfLlkClocyYLQ25iopnn/HpYl3ASaH9Fo+f3PIkfEmWbyCBFFkhYB5lENRRV6SoyQIAKGIIAACMoiKGJBHhcykjzGBHFzM+GJf27DJkjuBsZiXPhROdox8hMZi17EceJJjYIar9w2DRiJq5kaYGI3raUT6877b/I8A5gjrePTCA0fWn6QGIhxM78y6Stuc0/pFf1w6Cpy9kC+iBpWQsRYAkoCNiYBMiyE5vSg6PBkzYtzDca9yAUM/fM1Q3RgKkSpdHyBzME8a8i7cjkzcK4wXaN/9YDe+EY2b1G/x/v0g/thhUoPICUTJsMfr4qCKESvDQmefW2C9DSIRiLB2M0+p/HA0DgyQ6pITPtJ3IEYSyTEhRzNE7Lpuss/Mg6BPebf0yWKboKwhUpm7CuMl8xadHEmKQxlzkkJRcgDt70q/uIVUVVCHss1ZuEq4gUmkkK3+CQ7DAQJxc/HzACj65B85XBuJiEbaDvG21XMBGQAYvEC4jvFaez+FOWUpXYxXRipJMH4FMdECKKrKa8t12lJ2ALgr6jD59bzxeb/UtjLZThjNMdwKdW/d/jFc++KbU6jJtX7/8O76ktwE0tKavLiL+ieEjgPrAT/9/LN0Vj2GXSERVkkfgmdjLAeftImCUkxK+yKSwrHF9vVSQ7FY9ZbnDqZg7hg1Dpd7Udvg1g2k27HHF05ZT2QYYQkyOlKMxrieslVzeR9mF0MvQCEiEWloFpXI8vGMz0xrQHNrQvMm5N2RKIYO+tULlROhjGF+NYekJIh9HqdoZ867nejpVOYx6usv4mXgrBPEsdh1k1SDN4HZOBcz409oei2+50mzpqd+PHtqAjCPL8cyJTsXT2HiWgWNeboAN1iCBwROeYuHpie+DtMtj6FWBwJLrnSkJzEz2UwKC2Mp8XZCxNyY55Vng3l9vIabQ1/VG3hG5LX11cY+pDV+m0YKzSWeOXZp/WPViY7tV7HNGWYIRrxXhtr1JFPK6pE5bJdRGPV3BOZIW3JwGOsUCjmZKAI3woggjtX742n6hP4iY0vBSLwffXcOyqkZ15xohP4NIwp4k8YXn0y3y4ffrWVyZ3BgCnDoI3PUdjj0GDxb+STMzZsd3MuESRjJ29fO/WGlY8y+Eh1JXPpdoBqTvRhPJw4NeEXjk2NljsP5i6nON+9xXjOMaFPR4Pyxw7WV78bbMDVT48rnRehD+zJj2vdfGkxiwUFGMklw72wAQzwIGGIFROowJykUaxFGnhRzC2jc+fwE9zu4LDBC3rxcxciHYvxM0ambc9o5kOxcA0yNZ4GrUVUc3Lr2E3ltgxLEgkaUmxrzKmSqYPLv/JV3YRl8i21QcpBsMte2ZHKBzT08N/9zb1gY4W2RaaL4Ng0PFxRPTgrqBXUYI8kc0/tWoECwnCWOVacDonvC5El8myQfOcwNRaIOOY2Q4e7vFIfXJ6fJVg6Txq1BhThwvu6PyQ39I2bX6I0FZkyNPgbeBeJyE7gB2t/w+fs151kWzjILT+jeMGW0myyfY2tjqjGmCN+6+DD3dUJi4YI6IGIIYx/fndcgDnlGYHQ8u3VrkzB/WOU5/OfNv9jztbHkMhQl5neaZ0UeGFEHxKNNoX8sBGIOxvMIt5yvu2mP1XwFIlJYHBL3K7WGKSUi55bF8+MJO0A+vkWYcxNEImLw4hONMMbAjF2wIA2HC++QJubDPinUxBIQuYYWT96doDsHdt7iOweKS54h/eYFDMnfoU9M13+cRHZsPcfCfS/vSdohInOi2rH9+v8BgqYZaxEvBVYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=352x288 at 0x7F89BC5390>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "from PIL import Image as PIL_Image\n",
    "from PIL import ImageEnhance\n",
    "from PIL import ImageOps\n",
    "\n",
    "# says we capture an image from a webcam\n",
    "cap = cv2.VideoCapture(0) \n",
    "_ , cv2_im = cap.read()\n",
    "cv2_im = cv2.cvtColor(cv2_im,cv2.COLOR_BGR2RGB)\n",
    "img = PIL_Image.fromarray(cv2_im)\n",
    "\n",
    "#original captured image\n",
    "#orig_img_path = '/home/xilinx/jupyter_notebooks/bnn/pictures/webcam_cifar-10.jpg'\n",
    "#img = PIL_Image.open(orig_img_path)             \n",
    "\n",
    "# The enhancement values (contrast and brightness) depend on backgroud, external lights etc\n",
    "bright = ImageEnhance.Brightness(img)                                     \n",
    "img = bright.enhance(0.95)  \n",
    "\n",
    "img\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Hardware Inference\n",
    "\n",
    "The inference can be performed with different precision for weights and activation. Creating a specific Classifier will automatically download the correct bitstream onto PL and load the specified parameters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 1:\n",
    "\n",
    "#### W1A1 - 1 bit weights and 1 activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inference took 527.00 microseconds\n",
      "Classification rate: 1897.53 images per second\n",
      "Inferred class: 4\n",
      "Class name: Deer\n"
     ]
    }
   ],
   "source": [
    "hw_classifier = bnn.CnvClassifier(bnn.NETWORK_CNVW1A1,\"cifar10\",bnn.RUNTIME_HW)\n",
    "class_ranksW1A1=hw_classifier.classify_image_details(img)\n",
    "inferred_class=class_ranksW1A1.argmax()\n",
    "print(\"Inferred class: {0}\".format(inferred_class))\n",
    "print(\"Class name: {0}\".format(hw_classifier.class_name(inferred_class)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 2:\n",
    "\n",
    "#### W1A2 - 1 bit weight and 2 activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inference took 542.00 microseconds\n",
      "Classification rate: 1845.02 images per second\n",
      "Inferred class: 4\n",
      "Class name: Deer\n"
     ]
    }
   ],
   "source": [
    "hw_classifier = bnn.CnvClassifier(bnn.NETWORK_CNVW1A2,\"cifar10\",bnn.RUNTIME_HW)\n",
    "class_ranksW1A2=hw_classifier.classify_image_details(img)\n",
    "inferred_class=class_ranksW1A2.argmax()\n",
    "print(\"Inferred class: {0}\".format(inferred_class))\n",
    "print(\"Class name: {0}\".format(hw_classifier.class_name(inferred_class)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case 3:\n",
    "\n",
    "#### W2A2 - 2 bit weights and 2 activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inference took 1622.00 microseconds\n",
      "Classification rate: 616.52 images per second\n",
      "Inferred class: 4\n",
      "Class name: Deer\n"
     ]
    }
   ],
   "source": [
    "hw_classifier = bnn.CnvClassifier(bnn.NETWORK_CNVW2A2,\"cifar10\",bnn.RUNTIME_HW)\n",
    "class_ranksW2A2=hw_classifier.classify_image_details(img)\n",
    "inferred_class=class_ranksW2A2.argmax()\n",
    "print(\"Inferred class: {0}\".format(inferred_class))\n",
    "print(\"Class name: {0}\".format(hw_classifier.class_name(inferred_class)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Summary\n",
    "\n",
    "### Rankings\n",
    "\n",
    "The rankings can be visualized using `matplotlib`:\n",
    "\n",
    "#### W1A1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f78ffb780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x_pos = np.arange(len(class_ranksW1A1))\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(x_pos, (class_ranksW1A1), 0.7)\n",
    "ax.set_xticklabels(hw_classifier.classes, rotation='vertical')\n",
    "ax.set_xticks(x_pos)\n",
    "ax.set\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### W1A2:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f78ffbc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_pos = np.arange(len(class_ranksW1A2))\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(x_pos, (class_ranksW1A2), 0.7)\n",
    "ax.set_xticklabels(hw_classifier.classes, rotation='vertical')\n",
    "ax.set_xticks(x_pos)\n",
    "ax.set\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### W2A2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f704f7dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_pos = np.arange(len(class_ranksW2A2))\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(x_pos, (class_ranksW2A2), 0.7)\n",
    "ax.set_xticklabels(hw_classifier.classes, rotation='vertical')\n",
    "ax.set_xticks(x_pos)\n",
    "ax.set\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Reset the device\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pynq import Xlnk\n",
    "\n",
    "xlnk = Xlnk()\n",
    "xlnk.xlnk_reset()"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
